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Posted to commits@mahout.apache.org by ra...@apache.org on 2020/10/13 20:20:45 UTC
[mahout] branch trunk updated: [HOTFIX] Removing ASF Header from
markdown
This is an automated email from the ASF dual-hosted git repository.
rawkintrevo pushed a commit to branch trunk
in repository https://gitbox.apache.org/repos/asf/mahout.git
The following commit(s) were added to refs/heads/trunk by this push:
new 39875ff [HOTFIX] Removing ASF Header from markdown
new 153c9e5 Merge pull request #407 from rawkintrevo/trunk
39875ff is described below
commit 39875ffd41285381f7d68c0c8fbca722be6b91f1
Author: rawkintrevo <tr...@gmail.com>
AuthorDate: Tue Oct 13 15:18:40 2020 -0500
[HOTFIX] Removing ASF Header from markdown
---
.gitignore | 4 +++-
website/_posts/2020-10-10-version-14-1 | 16 ----------------
website/developers/buildingmahout.md | 16 ----------------
website/developers/developer-resources.md | 18 +-----------------
website/developers/github.md | 16 ----------------
website/developers/githubPRs.md | 16 ----------------
website/developers/gsoc.md | 18 +-----------------
website/developers/how-to-become-a-committer.md | 16 ----------------
website/developers/how-to-contribute.md | 18 +-----------------
website/developers/how-to-release.md | 16 ----------------
website/developers/how-to-update-the-website.md | 22 +++-------------------
website/developers/issue-tracker.md | 16 ----------------
website/developers/patch-check-list.md | 17 -----------------
website/developers/thirdparty-dependencies.md | 16 ----------------
website/developers/version-control.md | 20 ++------------------
.../latest/algorithms/clustering/canopy/index.md | 16 ----------------
.../algorithms/clustering/distance-metrics.md | 18 +-----------------
website/docs/latest/algorithms/clustering/index.md | 18 ------------------
.../docs/latest/algorithms/linear-algebra/d-qr.md | 16 ----------------
.../latest/algorithms/linear-algebra/d-spca.md | 21 +--------------------
.../latest/algorithms/linear-algebra/d-ssvd.md | 20 +-------------------
.../docs/latest/algorithms/linear-algebra/index.md | 19 -------------------
.../map-reduce/classification/bayesian.md | 18 ------------------
.../map-reduce/classification/class-discovery.md | 18 ------------------
.../classification/classifyingyourdata.md | 20 +-------------------
.../map-reduce/classification/collocations.md | 18 ------------------
.../gaussian-discriminative-analysis.md | 18 ------------------
.../classification/hidden-markov-models.md | 20 +-------------------
.../independent-component-analysis.md | 18 ------------------
.../locally-weighted-linear-regression.md | 18 ------------------
.../classification/logistic-regression.md | 18 ------------------
.../classification/mahout-collections.md | 18 ------------------
.../algorithms/map-reduce/classification/mlp.md | 18 ------------------
.../map-reduce/classification/naivebayes.md | 18 ------------------
.../map-reduce/classification/neural-network.md | 18 ------------------
.../classification/partial-implementation.md | 18 ------------------
.../map-reduce/classification/random-forests.md | 18 ------------------
.../restricted-boltzmann-machines.md | 18 ------------------
.../classification/support-vector-machines.md | 18 ------------------
.../map-reduce/clustering/canopy-clustering.md | 18 ------------------
.../map-reduce/clustering/cluster-dumper.md | 20 +-------------------
.../clustering/expectation-maximization.md | 18 ------------------
.../map-reduce/clustering/fuzzy-k-means.md | 20 +-------------------
.../clustering/hierarchical-clustering.md | 18 ------------------
.../map-reduce/clustering/k-means-clustering.md | 20 +-------------------
.../clustering/latent-dirichlet-allocation.md | 18 ------------------
.../clustering/llr---log-likelihood-ratio.md | 19 -------------------
.../map-reduce/clustering/spectral-clustering.md | 20 +-------------------
.../map-reduce/clustering/streaming-k-means.md | 18 ------------------
website/docs/latest/algorithms/map-reduce/index.md | 18 ------------------
.../latest/algorithms/preprocessors/AsFactor.md | 18 ------------------
.../latest/algorithms/preprocessors/MeanCenter.md | 18 ------------------
.../algorithms/preprocessors/StandardScaler.md | 18 ------------------
.../docs/latest/algorithms/preprocessors/index.md | 18 ------------------
website/docs/latest/algorithms/recommenders/cco.md | 18 ------------------
.../docs/latest/algorithms/recommenders/d-als.md | 19 +------------------
.../docs/latest/algorithms/recommenders/index.md | 20 +-------------------
.../latest/algorithms/regression/fittness-tests.md | 18 ------------------
website/docs/latest/algorithms/regression/index.md | 19 -------------------
website/docs/latest/algorithms/regression/ols.md | 18 ------------------
.../serial-correlation/cochrane-orcutt.md | 18 ------------------
.../regression/serial-correlation/dw-test.md | 18 ------------------
website/docs/latest/algorithms/template.md | 18 ------------------
website/docs/latest/changelog.md | 19 ++++---------------
website/docs/latest/distributed/flink-bindings.md | 18 ------------------
website/docs/latest/distributed/h2o-internals.md | 20 +-------------------
.../docs/latest/distributed/spark-bindings/faq.md | 18 +-----------------
.../latest/distributed/spark-bindings/index.md | 19 -------------------
website/docs/latest/index.md | 16 ----------------
website/docs/latest/mahout-samsara/faq.md | 19 +------------------
.../latest/mahout-samsara/in-core-reference.md | 19 +------------------
.../latest/mahout-samsara/out-of-core-reference.md | 19 +------------------
website/docs/latest/native-solvers/cuda.md | 18 ------------------
website/docs/latest/native-solvers/viennacl-omp.md | 20 +-------------------
website/docs/latest/native-solvers/viennacl.md | 20 +-------------------
website/docs/latest/quickstart.md | 19 +------------------
website/docs/latest/tutorials/cco-lastfm/index.md | 20 +-------------------
website/docs/latest/tutorials/eigenfaces/index.md | 20 +-------------------
.../tutorials/intro-cooccurrence-spark/index.md | 18 ------------------
.../classification/bankmarketing-example.md | 20 +-------------------
.../map-reduce/classification/breiman-example.md | 18 ------------------
.../map-reduce/classification/twenty-newsgroups.md | 19 -------------------
.../classification/wikipedia-classifier-example.md | 19 +------------------
.../map-reduce/clustering/20newsgroups.md | 18 ------------------
.../map-reduce/clustering/canopy-commandline.md | 18 ------------------
.../clustering-of-synthetic-control-data.md | 18 ------------------
.../clustering/clustering-seinfeld-episodes.md | 18 ------------------
.../map-reduce/clustering/clusteringyourdata.md | 18 ------------------
.../clustering/fuzzy-k-means-commandline.md | 18 ------------------
.../map-reduce/clustering/k-means-commandline.md | 18 ------------------
.../map-reduce/clustering/lda-commandline.md | 18 ------------------
.../map-reduce/clustering/viewing-result.md | 18 ------------------
.../map-reduce/clustering/viewing-results.md | 19 +------------------
.../clustering/visualizing-sample-clusters.md | 20 +-------------------
website/docs/latest/tutorials/map-reduce/index.md | 20 +-------------------
.../tutorials/map-reduce/misc/mr---map-reduce.md | 18 ------------------
.../misc/parallel-frequent-pattern-mining.md | 19 +------------------
.../map-reduce/misc/perceptron-and-winnow.md | 19 +------------------
.../latest/tutorials/map-reduce/misc/testing.md | 19 +------------------
.../misc/using-mahout-with-python-via-jpype.md | 18 ------------------
.../map-reduce/recommender/intro-als-hadoop.md | 18 ------------------
.../recommender/intro-cooccurrence-spark.md | 20 +-------------------
.../recommender/intro-itembased-hadoop.md | 18 +-----------------
.../map-reduce/recommender/matrix-factorization.md | 21 ++-------------------
.../tutorials/map-reduce/recommender/quickstart.md | 20 +-------------------
.../recommender/recommender-documentation.md | 20 +-------------------
.../recommender/recommender-first-timer-faq.md | 20 +-------------------
.../map-reduce/recommender/userbased-5-minutes.md | 18 ------------------
.../tutorials/misc/contributing-algos/index.md | 20 +-------------------
.../latest/tutorials/misc/how-to-build-an-app.md | 19 +------------------
.../tutorials/misc/mahout-in-zeppelin/index.md | 20 +-------------------
.../samsara/classify-a-doc-from-the-shell.md | 20 +-------------------
.../latest/tutorials/samsara/play-with-shell.md | 21 ++-------------------
.../samsara/playing-with-samsara-flink-batch.md | 20 +-------------------
.../latest/tutorials/samsara/spark-naive-bayes.md | 18 ------------------
115 files changed, 58 insertions(+), 2055 deletions(-)
diff --git a/.gitignore b/.gitignore
index d27bbbc..b89159c 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,4 +26,6 @@ bin/metastore_db
*jar
*log
website/_site
-website/Gemfile.lock
\ No newline at end of file
+website/Gemfile.lock
+website/.bundle
+website/.sass-cache
diff --git a/website/_posts/2020-10-10-version-14-1 b/website/_posts/2020-10-10-version-14-1
index dfadb02..6e4b4aa 100644
--- a/website/_posts/2020-10-10-version-14-1
+++ b/website/_posts/2020-10-10-version-14-1
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: post
title: Version 14.1 Released
diff --git a/website/developers/buildingmahout.md b/website/developers/buildingmahout.md
index 46c373c..0fbf608 100644
--- a/website/developers/buildingmahout.md
+++ b/website/developers/buildingmahout.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: Building Mahout
diff --git a/website/developers/developer-resources.md b/website/developers/developer-resources.md
index b13ac06..d501f92 100644
--- a/website/developers/developer-resources.md
+++ b/website/developers/developer-resources.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: Developer Resources
@@ -60,4 +44,4 @@ Mahout is continuously built on an hourly basis on the [Apache Jenkins](https://
Every three months Mahout submits a report to the Apache board. All of the drafts that get sent are checked into svn. See here:
-<a href="https://svn.apache.org/repos/asf/mahout/pmc/board-reports/">https://svn.apache.org/repos/asf/mahout/pmc/board-reports/</a>
\ No newline at end of file
+<a href="https://svn.apache.org/repos/asf/mahout/pmc/board-reports/">https://svn.apache.org/repos/asf/mahout/pmc/board-reports/</a>
diff --git a/website/developers/github.md b/website/developers/github.md
index 18ddd3d..0d60d31 100644
--- a/website/developers/github.md
+++ b/website/developers/github.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title:
diff --git a/website/developers/githubPRs.md b/website/developers/githubPRs.md
index aca16e2..fb7276d 100644
--- a/website/developers/githubPRs.md
+++ b/website/developers/githubPRs.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title:
diff --git a/website/developers/gsoc.md b/website/developers/gsoc.md
index 1aba4eb..e978995 100644
--- a/website/developers/gsoc.md
+++ b/website/developers/gsoc.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: GSOC
@@ -78,4 +62,4 @@ your career.
* [GSoC Home](http://code.google.com/soc/) - official GSoC page
* [GSoC FAQ](http://socghop.appspot.com/document/show/gsoc_program/google/gsoc2010/faqs) - official FAQ
- * [Apache GSoC coordination](http://community.apache.org/gsoc.html) - official Apache GSoC documentation, especially important if you want to become a mentor
\ No newline at end of file
+ * [Apache GSoC coordination](http://community.apache.org/gsoc.html) - official Apache GSoC documentation, especially important if you want to become a mentor
diff --git a/website/developers/how-to-become-a-committer.md b/website/developers/how-to-become-a-committer.md
index 858be85..bdb9be7 100644
--- a/website/developers/how-to-become-a-committer.md
+++ b/website/developers/how-to-become-a-committer.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: How To Become A Committer
diff --git a/website/developers/how-to-contribute.md b/website/developers/how-to-contribute.md
index 0e84367..c7d5259 100644
--- a/website/developers/how-to-contribute.md
+++ b/website/developers/how-to-contribute.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: How To Contribute
@@ -167,4 +151,4 @@ For more information see [Handling GitHub PRs](http://mahout.apache.org/develope
[1]: http://www.apache.org/dev/contrib-email-tips
[2]: http://mahout.apache.org/developers/how-to-update-the-website.html
- [3]: http://mahout.apache.org/general/books-tutorials-and-talks.html
\ No newline at end of file
+ [3]: http://mahout.apache.org/general/books-tutorials-and-talks.html
diff --git a/website/developers/how-to-release.md b/website/developers/how-to-release.md
index 7a7afc1..98295bf 100644
--- a/website/developers/how-to-release.md
+++ b/website/developers/how-to-release.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: How To Release
diff --git a/website/developers/how-to-update-the-website.md b/website/developers/how-to-update-the-website.md
index 598c419..7662a95 100644
--- a/website/developers/how-to-update-the-website.md
+++ b/website/developers/how-to-update-the-website.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: How To Update The Website
@@ -63,7 +47,7 @@ open your favorite browser and make sure your changes look the way you expect th
#### Commit code and open a PR
-Once you're sure everything is right, you commit your code, push to your github.com account (preferably on a branch other than `master`
+Once you're sure everything is right, you commit your code, push to your github.com account (preferably on a branch other than `trunk`
then click "OpenPR"). This process closely follows [How To Contribute- Making Changes](/developers/how-to-contribute/#HowToContribute-MakingChanges) with an exception that for _WEBSITE ONLY_ changes we relax the requirement to open a JIRA ticket. That is to say, small
website changes such as fixing a broken link or typo, do not require a specific JIRA issues, and where you would normally
commit with a message like `MAHOUT-XXXX The thing I did` (where `XXXX` is the assosciated JIRA number), you can instead
@@ -84,5 +68,5 @@ Once everything is confirmed to be in order, the committer will merge your pull
#### Committers ONLY
No further action is needed, this section is here to deliniate from the old CMS system and Jekyll builds of other projects. Jenkins
-will execute [build_site.sh](https://github.com/apache/mahout/blob/master/website/build_site.sh) upon merging. This will build the website and
-copy it to the `asf-site` branch, where [mahout.apache.org](http://mahout.apache.org) is served from.
\ No newline at end of file
+will execute [build_site.sh](https://github.com/apache/mahout/blob/trunk/website/build_site.sh) upon merging. This will build the website and
+copy it to the `asf-site` branch, where [mahout.apache.org](http://mahout.apache.org) is served from.
diff --git a/website/developers/issue-tracker.md b/website/developers/issue-tracker.md
index 56624db..a50248e 100644
--- a/website/developers/issue-tracker.md
+++ b/website/developers/issue-tracker.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: Issue Tracker
diff --git a/website/developers/patch-check-list.md b/website/developers/patch-check-list.md
index eb95ea1..d8d17e8 100644
--- a/website/developers/patch-check-list.md
+++ b/website/developers/patch-check-list.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: Patch Check List
@@ -42,4 +26,3 @@ After the above steps are verified and completed, and the contribution is ready
- Remember to update the issue status in JIRA when you have completed it.
-
\ No newline at end of file
diff --git a/website/developers/thirdparty-dependencies.md b/website/developers/thirdparty-dependencies.md
index 7b80feb..a53a0e0 100644
--- a/website/developers/thirdparty-dependencies.md
+++ b/website/developers/thirdparty-dependencies.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
title: Thirdparty Dependencies
diff --git a/website/developers/version-control.md b/website/developers/version-control.md
index 639f9eb..1ff0867 100644
--- a/website/developers/version-control.md
+++ b/website/developers/version-control.md
@@ -1,22 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: page
-title: GSOC
+title: Version Control
---
@@ -43,4 +27,4 @@ The Git URL for committers is [https://git-wip-us.apache.org/repos/asf/mahout.gi
<a name="VersionControl-Issues"></a>
## Issues
-All bugs, improvements, [pull requests](http://mahout.apache.org/developers/github.html), etc. should be logged in our [issue tracker](https://mahout.apache.org/developers/issue-tracker.html).
\ No newline at end of file
+All bugs, improvements, [pull requests](http://mahout.apache.org/developers/github.html), etc. should be logged in our [issue tracker](https://mahout.apache.org/developers/issue-tracker.html).
diff --git a/website/docs/latest/algorithms/clustering/canopy/index.md b/website/docs/latest/algorithms/clustering/canopy/index.md
index 19baad3..7161d78 100644
--- a/website/docs/latest/algorithms/clustering/canopy/index.md
+++ b/website/docs/latest/algorithms/clustering/canopy/index.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Canopy Clustering
diff --git a/website/docs/latest/algorithms/clustering/distance-metrics.md b/website/docs/latest/algorithms/clustering/distance-metrics.md
index 96b312e..6ac37cc 100644
--- a/website/docs/latest/algorithms/clustering/distance-metrics.md
+++ b/website/docs/latest/algorithms/clustering/distance-metrics.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Distance Metrics
@@ -95,4 +79,4 @@ and recompile.
(7.0,6.0, 5.0, 5.0),
(10.0, 1.0, 20.0, -10.0)))
- val model = new CanopyClustering().fit(drmA, 'distanceMeasure -> 'Cosine)
\ No newline at end of file
+ val model = new CanopyClustering().fit(drmA, 'distanceMeasure -> 'Cosine)
diff --git a/website/docs/latest/algorithms/clustering/index.md b/website/docs/latest/algorithms/clustering/index.md
index ad77d8a..6bcdefb 100644
--- a/website/docs/latest/algorithms/clustering/index.md
+++ b/website/docs/latest/algorithms/clustering/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Clustering Algorithms
-
-
---
[Canopy Clustering](canopy/)
diff --git a/website/docs/latest/algorithms/linear-algebra/d-qr.md b/website/docs/latest/algorithms/linear-algebra/d-qr.md
index 36e3729..2a0262f 100644
--- a/website/docs/latest/algorithms/linear-algebra/d-qr.md
+++ b/website/docs/latest/algorithms/linear-algebra/d-qr.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Distributed Cholesky QR
diff --git a/website/docs/latest/algorithms/linear-algebra/d-spca.md b/website/docs/latest/algorithms/linear-algebra/d-spca.md
index 254541b..9f9c851 100644
--- a/website/docs/latest/algorithms/linear-algebra/d-spca.md
+++ b/website/docs/latest/algorithms/linear-algebra/d-spca.md
@@ -1,25 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-
-title: Distributed Stochastic PCA
-
-
+title: Distributed Stochastic PCA
---
diff --git a/website/docs/latest/algorithms/linear-algebra/d-ssvd.md b/website/docs/latest/algorithms/linear-algebra/d-ssvd.md
index e1d88cc..ff0fb64 100644
--- a/website/docs/latest/algorithms/linear-algebra/d-ssvd.md
+++ b/website/docs/latest/algorithms/linear-algebra/d-ssvd.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-title: Distributed Stochastic Singular Value Decomposition
-
-
+title: Distributed Stochastic Singular Value Decomposition
---
## Intro
diff --git a/website/docs/latest/algorithms/linear-algebra/index.md b/website/docs/latest/algorithms/linear-algebra/index.md
index 813a382..9be276c 100644
--- a/website/docs/latest/algorithms/linear-algebra/index.md
+++ b/website/docs/latest/algorithms/linear-algebra/index.md
@@ -1,25 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-
title: Distributed Linear Algebra
-
-
---
Mahout has a number of distributed linear algebra "algorithms" that, in concert with the mathematically expressive R-Like Scala DSL, make it possible for users to quickly "roll their own" distributed algorithms.
diff --git a/website/docs/latest/algorithms/map-reduce/classification/bayesian.md b/website/docs/latest/algorithms/map-reduce/classification/bayesian.md
index fecfbeb..c97a24d 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/bayesian.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/bayesian.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated)
-
-
---
# Naive Bayes
diff --git a/website/docs/latest/algorithms/map-reduce/classification/class-discovery.md b/website/docs/latest/algorithms/map-reduce/classification/class-discovery.md
index cb82125..fe22e42 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/class-discovery.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/class-discovery.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Class Discovery
-
-
---
<a name="ClassDiscovery-ClassDiscovery"></a>
# Class Discovery
diff --git a/website/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.md b/website/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.md
index 8c1fa9b..b7f9b4a 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/classifyingyourdata.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) ClassifyingYourData
-
-
---
# Classifying data from the command line
@@ -40,4 +22,4 @@ For starters, you will need your data in an appropriate Vector format: See [Crea
* [Complementary naive bayes background](complementary-naive-bayes.html), [design](https://issues.apache.org/jira/browse/mahout-60.html), and [c-bayes-commandline](c-bayes-commandline.html)
* [Random Forests Classification](https://cwiki.apache.org/confluence/display/MAHOUT/Random+Forests) comes with a [Breiman example](breiman-example.html). There is some really great documentation
over at [Mark Needham's blog](http://www.markhneedham.com/blog/2012/10/27/kaggle-digit-recognizer-mahout-random-forest-attempt/). Also checkout the description on [Xiaomeng Shawn Wan
-s](http://shawnwan.wordpress.com/2012/06/01/mahout-0-7-random-forest-examples/) blog.
\ No newline at end of file
+s](http://shawnwan.wordpress.com/2012/06/01/mahout-0-7-random-forest-examples/) blog.
diff --git a/website/docs/latest/algorithms/map-reduce/classification/collocations.md b/website/docs/latest/algorithms/map-reduce/classification/collocations.md
index 609bd63..1045ba8 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/collocations.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/collocations.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Collocations
-
-
---
diff --git a/website/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.md b/website/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.md
index 887ac95..f583a80 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/gaussian-discriminative-analysis.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Gaussian Discriminative Analysis
-
-
---
<a name="GaussianDiscriminativeAnalysis-GaussianDiscriminativeAnalysis"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.md b/website/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.md
index 2dcf774..43d925e 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/hidden-markov-models.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Hidden Markov Models
-
-
---
# Hidden Markov Models
@@ -115,4 +97,4 @@ To see the predictions:
\[1\]
Lawrence R. Rabiner (February 1989). "A tutorial on Hidden Markov Models
and selected applications in speech recognition". Proceedings of the IEEE
-77 (2): 257-286. doi:10.1109/5.18626.
\ No newline at end of file
+77 (2): 257-286. doi:10.1109/5.18626.
diff --git a/website/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.md b/website/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.md
index c03785c..cb3b314 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/independent-component-analysis.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Independent Component Analysis
-
-
---
<a name="IndependentComponentAnalysis-IndependentComponentAnalysis"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/locally-weighted-linear-regression.md b/website/docs/latest/algorithms/map-reduce/classification/locally-weighted-linear-regression.md
index e1bb978..bb884cb 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/locally-weighted-linear-regression.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/locally-weighted-linear-regression.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Locally Weighted Linear Regression
-
-
---
<a name="LocallyWeightedLinearRegression-LocallyWeightedLinearRegression"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/logistic-regression.md b/website/docs/latest/algorithms/map-reduce/classification/logistic-regression.md
index 271ecf9..5236e26 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/logistic-regression.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/logistic-regression.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Logistic Regression
-
-
---
<a name="LogisticRegression-LogisticRegression(SGD)"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/mahout-collections.md b/website/docs/latest/algorithms/map-reduce/classification/mahout-collections.md
index 76e63ff..e31d6af 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/mahout-collections.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/mahout-collections.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) mahout-collections
-
-
---
# Mahout collections
diff --git a/website/docs/latest/algorithms/map-reduce/classification/mlp.md b/website/docs/latest/algorithms/map-reduce/classification/mlp.md
index 2174493..a9a01ba 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/mlp.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/mlp.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Multilayer Perceptron
-
-
---
Multilayer Perceptron
diff --git a/website/docs/latest/algorithms/map-reduce/classification/naivebayes.md b/website/docs/latest/algorithms/map-reduce/classification/naivebayes.md
index 81db0c8..f410330 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/naivebayes.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/naivebayes.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) NaiveBayes
-
-
---
<a name="NaiveBayes-NaiveBayes"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/neural-network.md b/website/docs/latest/algorithms/map-reduce/classification/neural-network.md
index 709cdcc..9954153 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/neural-network.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/neural-network.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Neural Network
-
-
---
<a name="NeuralNetwork-NeuralNetworks"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/partial-implementation.md b/website/docs/latest/algorithms/map-reduce/classification/partial-implementation.md
index f258de7..ac738cc 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/partial-implementation.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/partial-implementation.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Partial Implementation
-
-
---
diff --git a/website/docs/latest/algorithms/map-reduce/classification/random-forests.md b/website/docs/latest/algorithms/map-reduce/classification/random-forests.md
index ae3e92f..813733c 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/random-forests.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/random-forests.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Random Forests
-
-
---
<a name="RandomForests-HowtogrowaDecisionTree"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/classification/restricted-boltzmann-machines.md b/website/docs/latest/algorithms/map-reduce/classification/restricted-boltzmann-machines.md
index 9f9d26d..a35a39d 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/restricted-boltzmann-machines.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/restricted-boltzmann-machines.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Restricted Boltzmann Machines
-
-
---
NOTE: This implementation is a Work-In-Progress, at least till September,
diff --git a/website/docs/latest/algorithms/map-reduce/classification/support-vector-machines.md b/website/docs/latest/algorithms/map-reduce/classification/support-vector-machines.md
index abb3b3e..9f87f5d 100644
--- a/website/docs/latest/algorithms/map-reduce/classification/support-vector-machines.md
+++ b/website/docs/latest/algorithms/map-reduce/classification/support-vector-machines.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Support Vector Machines
-
-
---
<a name="SupportVectorMachines-SupportVectorMachines"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.md b/website/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.md
index 14dc269..9742c6a 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/canopy-clustering.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Canopy Clustering
-
-
---
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.md b/website/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.md
index 00b0944..c7bd024 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/cluster-dumper.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Cluster Dumper
-
-
---
<a name="ClusterDumper-Introduction"></a>
@@ -119,4 +101,4 @@ and on...
where CL-0 is the Cluster 0 and n=116 refers to the number of points observed by this cluster and c = \[29.922 ...\]
refers to the center of Cluster as a vector and r = \[3.463 ..\] refers to
-the radius of the cluster as a vector.
\ No newline at end of file
+the radius of the cluster as a vector.
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.md b/website/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.md
index 14e2a47..80f9a5a 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/expectation-maximization.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Expectation Maximization
-
-
---
<a name="ExpectationMaximization-ExpectationMaximization"></a>
# Expectation Maximization
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.md b/website/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.md
index 720fb76..a12d229 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/fuzzy-k-means.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Fuzzy K-Means
-
-
---
Fuzzy K-Means (also called Fuzzy C-Means) is an extension of [K-Means](http://mahout.apache.org/users/clustering/k-means-clustering.html)
@@ -197,4 +179,4 @@ Fuzzy k-Means does a fair job handling this data set as well.
<a name="FuzzyK-Means-References "></a>
#### References
-* [http://en.wikipedia.org/wiki/Fuzzy_clustering](http://en.wikipedia.org/wiki/Fuzzy_clustering)
\ No newline at end of file
+* [http://en.wikipedia.org/wiki/Fuzzy_clustering](http://en.wikipedia.org/wiki/Fuzzy_clustering)
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.md b/website/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.md
index 4389832..17d5c44 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/hierarchical-clustering.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Hierarchical Clustering
-
-
---
Hierarchical clustering is the process or finding bigger clusters, and also
the smaller clusters inside the bigger clusters.
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.md b/website/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.md
index 6a6cfd8..613165c 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/k-means-clustering.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) K-Means Clustering
-
-
---
# k-Means clustering - basics
@@ -195,4 +177,4 @@ superimposed cluster centers, it does a decent job of clustering this data.
The third image shows the results of running k-Means on a different dataset, which is generated using asymmetrical standard deviations.
K-Means does a fair job handling this data set as well.
-
\ No newline at end of file
+
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.md b/website/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.md
index a5b55c9..a905d2d 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/latent-dirichlet-allocation.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Latent Dirichlet Allocation
-
-
---
<a name="LatentDirichletAllocation-Overview"></a>
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.md b/website/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.md
index 062a547..fe51653 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/llr---log-likelihood-ratio.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) LLR - Log-likelihood Ratio
-
-
---
# Likelihood ratio test
@@ -59,4 +41,3 @@ number of training examples and where features are highly interdependent.
* [G-Test](http://en.wikipedia.org/wiki/G-test)
* [Likelihood Ratio Test](http://en.wikipedia.org/wiki/Likelihood-ratio_test)
-
\ No newline at end of file
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.md b/website/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.md
index 722edaf..1ff14a7 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/spectral-clustering.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Spectral Clustering
-
-
---
# Spectral Clustering Overview
@@ -97,4 +79,4 @@ The call signature with this matrix could be as follows:
-k 2 \
-x 10
-There are many other optional arguments, in particular for tweaking the SSVD process (block size, number of power iterations, etc) and the k-means clustering step (distance measure, convergence delta, etc).
\ No newline at end of file
+There are many other optional arguments, in particular for tweaking the SSVD process (block size, number of power iterations, etc) and the k-means clustering step (distance measure, convergence delta, etc).
diff --git a/website/docs/latest/algorithms/map-reduce/clustering/streaming-k-means.md b/website/docs/latest/algorithms/map-reduce/clustering/streaming-k-means.md
index f37b7f3..dcde51b 100644
--- a/website/docs/latest/algorithms/map-reduce/clustering/streaming-k-means.md
+++ b/website/docs/latest/algorithms/map-reduce/clustering/streaming-k-means.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Spectral Clustering
-
-
---
# *StreamingKMeans* algorithm
diff --git a/website/docs/latest/algorithms/map-reduce/index.md b/website/docs/latest/algorithms/map-reduce/index.md
index 3580837..bbf5927 100644
--- a/website/docs/latest/algorithms/map-reduce/index.md
+++ b/website/docs/latest/algorithms/map-reduce/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Deprecated Map Reduce Algorithms
-
-
---
### Classification
diff --git a/website/docs/latest/algorithms/preprocessors/AsFactor.md b/website/docs/latest/algorithms/preprocessors/AsFactor.md
index 94150d6..f49e6e4 100644
--- a/website/docs/latest/algorithms/preprocessors/AsFactor.md
+++ b/website/docs/latest/algorithms/preprocessors/AsFactor.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: AsFactor
-
-
---
diff --git a/website/docs/latest/algorithms/preprocessors/MeanCenter.md b/website/docs/latest/algorithms/preprocessors/MeanCenter.md
index ba7c2c4..ec5e649 100644
--- a/website/docs/latest/algorithms/preprocessors/MeanCenter.md
+++ b/website/docs/latest/algorithms/preprocessors/MeanCenter.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: MeanCenter
-
-
---
### About
diff --git a/website/docs/latest/algorithms/preprocessors/StandardScaler.md b/website/docs/latest/algorithms/preprocessors/StandardScaler.md
index d7c45e1..b80267e 100644
--- a/website/docs/latest/algorithms/preprocessors/StandardScaler.md
+++ b/website/docs/latest/algorithms/preprocessors/StandardScaler.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: StandardScaler
-
-
---
### About
diff --git a/website/docs/latest/algorithms/preprocessors/index.md b/website/docs/latest/algorithms/preprocessors/index.md
index fc2e9a3..bca4326 100644
--- a/website/docs/latest/algorithms/preprocessors/index.md
+++ b/website/docs/latest/algorithms/preprocessors/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Preprocesors
-
-
---
[AsFactor](AsFactor.html) - For "one-hot-encoding"
diff --git a/website/docs/latest/algorithms/recommenders/cco.md b/website/docs/latest/algorithms/recommenders/cco.md
index b60681f..664a40b 100644
--- a/website/docs/latest/algorithms/recommenders/cco.md
+++ b/website/docs/latest/algorithms/recommenders/cco.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Building a Mahout Recommender
-
-
---
# Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI
diff --git a/website/docs/latest/algorithms/recommenders/d-als.md b/website/docs/latest/algorithms/recommenders/d-als.md
index 3420e88..0a0e006 100644
--- a/website/docs/latest/algorithms/recommenders/d-als.md
+++ b/website/docs/latest/algorithms/recommenders/d-als.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara Distributed ALS
-
-
---
+
Seems like someone has jacked up this page?
TODO: Find the ALS Page
diff --git a/website/docs/latest/algorithms/recommenders/index.md b/website/docs/latest/algorithms/recommenders/index.md
index e1ad9f2..635e55f 100644
--- a/website/docs/latest/algorithms/recommenders/index.md
+++ b/website/docs/latest/algorithms/recommenders/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Recommender Overview
-
-
---
@@ -54,4 +36,4 @@ and [What's New in Recommenders: part #2](http://occamsmachete.com/ml/2014/09/0
## Mahout Model Creation
-See the page describing [*spark-itemsimilarity*](http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html) for more details.
\ No newline at end of file
+See the page describing [*spark-itemsimilarity*](http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html) for more details.
diff --git a/website/docs/latest/algorithms/regression/fittness-tests.md b/website/docs/latest/algorithms/regression/fittness-tests.md
index d87a685..cdf6848 100644
--- a/website/docs/latest/algorithms/regression/fittness-tests.md
+++ b/website/docs/latest/algorithms/regression/fittness-tests.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Regression Fitness Tests
-
-
---
TODO: Fill this out!
diff --git a/website/docs/latest/algorithms/regression/index.md b/website/docs/latest/algorithms/regression/index.md
index 6c306e6..7d93aa6 100644
--- a/website/docs/latest/algorithms/regression/index.md
+++ b/website/docs/latest/algorithms/regression/index.md
@@ -1,25 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-
title: Regression Algorithms
-
-
---
Apache Mahout implements the following regression algorithms "off the shelf".
diff --git a/website/docs/latest/algorithms/regression/ols.md b/website/docs/latest/algorithms/regression/ols.md
index bb16331..084759b 100644
--- a/website/docs/latest/algorithms/regression/ols.md
+++ b/website/docs/latest/algorithms/regression/ols.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Ordinary Least Squares Regression
-
-
---
### About
diff --git a/website/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.md b/website/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.md
index 14a864d..5f08942 100644
--- a/website/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.md
+++ b/website/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Cochrane-Orcutt Procedure
-
-
---
### About
diff --git a/website/docs/latest/algorithms/regression/serial-correlation/dw-test.md b/website/docs/latest/algorithms/regression/serial-correlation/dw-test.md
index c673a68..1e5d007 100644
--- a/website/docs/latest/algorithms/regression/serial-correlation/dw-test.md
+++ b/website/docs/latest/algorithms/regression/serial-correlation/dw-test.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Durbin-Watson Test
-
-
---
### About
diff --git a/website/docs/latest/algorithms/template.md b/website/docs/latest/algorithms/template.md
index 788c378..d9e08e1 100644
--- a/website/docs/latest/algorithms/template.md
+++ b/website/docs/latest/algorithms/template.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Template
-
-
---
TODO: Fill this out!
diff --git a/website/docs/latest/changelog.md b/website/docs/latest/changelog.md
index cf3bc90..5e4ca48 100755
--- a/website/docs/latest/changelog.md
+++ b/website/docs/latest/changelog.md
@@ -1,19 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
+---
+layout: doc-page
+title: Changelog
+---
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
## Changelog
Public releases are all root nodes.
diff --git a/website/docs/latest/distributed/flink-bindings.md b/website/docs/latest/distributed/flink-bindings.md
index 131475f..0fd102b 100644
--- a/website/docs/latest/distributed/flink-bindings.md
+++ b/website/docs/latest/distributed/flink-bindings.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara Flink Bindings
-
-
---
# Introduction
diff --git a/website/docs/latest/distributed/h2o-internals.md b/website/docs/latest/distributed/h2o-internals.md
index 1b3f1d2..b48c224 100644
--- a/website/docs/latest/distributed/h2o-internals.md
+++ b/website/docs/latest/distributed/h2o-internals.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara H20 Bindings
-
-
---
# Introduction
@@ -63,4 +45,4 @@ Within mahout.git, the top level directory, `h2o/` holds all the source code rel
h2o/src/main/scala/org/apache/mahout/h2obindings/H2OEngine.scala - DSL operator graph evaluator and various abstract API implementations for a distributed engine
- h2o/src/main/scala/org/apache/mahout/h2obindings/* - Various abstract API implementations ("glue work")
\ No newline at end of file
+ h2o/src/main/scala/org/apache/mahout/h2obindings/* - Various abstract API implementations ("glue work")
diff --git a/website/docs/latest/distributed/spark-bindings/faq.md b/website/docs/latest/distributed/spark-bindings/faq.md
index 75a99b2..377998f 100644
--- a/website/docs/latest/distributed/spark-bindings/faq.md
+++ b/website/docs/latest/distributed/spark-bindings/faq.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: FAQ
@@ -29,7 +13,7 @@ title: FAQ
around classpath issues one way or another.
If you are getting method signature like errors, most probably you have mismatch between Mahout's Spark dependency
-and actual Spark installed. (At the time of this writing the HEAD depends on Spark 1.1.0) but check mahout/pom.xml.
+and actual Spark installed. (At the time of this writing the HEAD depends on Spark 2.1.0) but check mahout/pom.xml.
Troubleshooting general classpath issues is pretty straightforward. Since Mahout is using Spark's installation
and its classpath as reported by Spark itself for Spark-related dependencies, it is important to make sure
diff --git a/website/docs/latest/distributed/spark-bindings/index.md b/website/docs/latest/distributed/spark-bindings/index.md
index 8ae2f04..704cfd7 100644
--- a/website/docs/latest/distributed/spark-bindings/index.md
+++ b/website/docs/latest/distributed/spark-bindings/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Spark Bindings
-
-
---
# Scala & Spark Bindings:
@@ -117,4 +99,3 @@ TODO: Do we still want this? (I don't think so...)
-
\ No newline at end of file
diff --git a/website/docs/latest/index.md b/website/docs/latest/index.md
index bcb5a5a..6c4761e 100755
--- a/website/docs/latest/index.md
+++ b/website/docs/latest/index.md
@@ -1,19 +1,3 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Welcome to the Docs
diff --git a/website/docs/latest/mahout-samsara/faq.md b/website/docs/latest/mahout-samsara/faq.md
index de0d875..637e8b8 100644
--- a/website/docs/latest/mahout-samsara/faq.md
+++ b/website/docs/latest/mahout-samsara/faq.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara
-
-
---
+
# FAQ for using Mahout with Spark
**Q: Mahout Spark shell doesn't start; "ClassNotFound" problems or various classpath problems.**
diff --git a/website/docs/latest/mahout-samsara/in-core-reference.md b/website/docs/latest/mahout-samsara/in-core-reference.md
index 37a1e12..e90ab6f 100644
--- a/website/docs/latest/mahout-samsara/in-core-reference.md
+++ b/website/docs/latest/mahout-samsara/in-core-reference.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara In Core
-
-
---
+
## Mahout-Samsara's In-Core Linear Algebra DSL Reference
#### Imports
diff --git a/website/docs/latest/mahout-samsara/out-of-core-reference.md b/website/docs/latest/mahout-samsara/out-of-core-reference.md
index b17678b..a525215 100644
--- a/website/docs/latest/mahout-samsara/out-of-core-reference.md
+++ b/website/docs/latest/mahout-samsara/out-of-core-reference.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara Out of Core
-
-
---
+
# Mahout-Samsara's Distributed Linear Algebra DSL Reference
**Note: this page is meant only as a quick reference to Mahout-Samsara's R-Like DSL semantics. For more information, including information on Mahout-Samsara's Algebraic Optimizer please see: [Mahout Scala Bindings and Mahout Spark Bindings for Linear Algebra Subroutines](http://mahout.apache.org/users/sparkbindings/ScalaSparkBindings.pdf).**
diff --git a/website/docs/latest/native-solvers/cuda.md b/website/docs/latest/native-solvers/cuda.md
index 71665b6..42132af 100644
--- a/website/docs/latest/native-solvers/cuda.md
+++ b/website/docs/latest/native-solvers/cuda.md
@@ -1,22 +1,4 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Native Solvers- CUDA
-
-
---
diff --git a/website/docs/latest/native-solvers/viennacl-omp.md b/website/docs/latest/native-solvers/viennacl-omp.md
index 70a31fe..27aab7c 100644
--- a/website/docs/latest/native-solvers/viennacl-omp.md
+++ b/website/docs/latest/native-solvers/viennacl-omp.md
@@ -1,22 +1,4 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Native Solvers- ViennaCL-OMP
-
-
----
\ No newline at end of file
+---
diff --git a/website/docs/latest/native-solvers/viennacl.md b/website/docs/latest/native-solvers/viennacl.md
index f1a6071..429b35e 100644
--- a/website/docs/latest/native-solvers/viennacl.md
+++ b/website/docs/latest/native-solvers/viennacl.md
@@ -1,22 +1,4 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Native Solvers- ViennaCL
-
-
----
\ No newline at end of file
+---
diff --git a/website/docs/latest/quickstart.md b/website/docs/latest/quickstart.md
index c1aa098..953b39a 100644
--- a/website/docs/latest/quickstart.md
+++ b/website/docs/latest/quickstart.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Quickstart
-
-
---
+
# Mahout Quick Start
# TODO : Fill this in with the bare essential basics
diff --git a/website/docs/latest/tutorials/cco-lastfm/index.md b/website/docs/latest/tutorials/cco-lastfm/index.md
index a9aa307..8ee368d 100644
--- a/website/docs/latest/tutorials/cco-lastfm/index.md
+++ b/website/docs/latest/tutorials/cco-lastfm/index.md
@@ -1,27 +1,9 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: CCOs with Last.fm
-
-
---
-Most reccomender examples utilize the MovieLense dataset, but that relies only on ratings (which makes the recommender being demonstrated look less trivial). Right next to the MovieLense dataset is the LastFM data set. The LastFM dataset has ratings by user, friends of the user, bands listened to by user, and tags by user. This is the kind of exciting data set we’d like to work with!
+Most recommender examples utilize the MovieLense dataset, but that relies only on ratings (which makes the recommender being demonstrated look less trivial). Right next to the MovieLense dataset is the LastFM data set. The LastFM dataset has ratings by user, friends of the user, bands listened to by user, and tags by user. This is the kind of exciting data set we’d like to work with!
Start by downloading the LastFM dataset from
http://files.grouplens.org/datasets/hetrec2011/hetrec2011-lastfm-2k.zip
diff --git a/website/docs/latest/tutorials/eigenfaces/index.md b/website/docs/latest/tutorials/eigenfaces/index.md
index c0de9c5..aed94a4 100644
--- a/website/docs/latest/tutorials/eigenfaces/index.md
+++ b/website/docs/latest/tutorials/eigenfaces/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Eigenfaces Demo
-
-
---
*Credit: [original blog post by rawkintrevo](https://rawkintrevo.org/2016/11/10/deep-magic-volume-3-eigenfaces/). This will be maintained through version changes, blog post will not.*
@@ -141,4 +123,4 @@ print '%html\n<table style="width:100%">' + "".join(["<tr>" + "".join([ '<td><im
```
-
\ No newline at end of file
+
diff --git a/website/docs/latest/tutorials/intro-cooccurrence-spark/index.md b/website/docs/latest/tutorials/intro-cooccurrence-spark/index.md
index 46bca7c..a38b217 100644
--- a/website/docs/latest/tutorials/intro-cooccurrence-spark/index.md
+++ b/website/docs/latest/tutorials/intro-cooccurrence-spark/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Intro to Cooccurrence Recommenders with Spark
-
-
---
# Intro to Cooccurrence Recommenders with Spark
diff --git a/website/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.md b/website/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.md
index 2fcc726..216865f 100644
--- a/website/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.md
+++ b/website/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated)
-
-
---
Notice: Licensed to the Apache Software Foundation (ASF) under one
@@ -66,4 +48,4 @@ This example consists of 3 classes:
When you run the main method of BankMarketingClassificationMain it parses the dataset using the TelephoneCallParser and trains
a logistic regression model with 20 runs and 20 passes. The TelephoneCallParser uses Mahout's feature vector encoder
-to encode the features in the dataset into a vector. Afterwards the model is tested and the learning rate and AUC is printed accuracy is printed to standard output.
\ No newline at end of file
+to encode the features in the dataset into a vector. Afterwards the model is tested and the learning rate and AUC is printed accuracy is printed to standard output.
diff --git a/website/docs/latest/tutorials/map-reduce/classification/breiman-example.md b/website/docs/latest/tutorials/map-reduce/classification/breiman-example.md
index b37b01e..a4154e87 100644
--- a/website/docs/latest/tutorials/map-reduce/classification/breiman-example.md
+++ b/website/docs/latest/tutorials/map-reduce/classification/breiman-example.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Breiman Example
-
-
---
#Breiman Example
diff --git a/website/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.md b/website/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.md
index d01b288..b3e5fa6 100644
--- a/website/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.md
+++ b/website/docs/latest/tutorials/map-reduce/classification/twenty-newsgroups.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Twenty Newsgroups
-
-
---
@@ -192,4 +174,3 @@ If we wanted to use different parsing methods or transformations on the term fre
-c
-
\ No newline at end of file
diff --git a/website/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.md b/website/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.md
index dcb59b1..7294078 100644
--- a/website/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.md
+++ b/website/docs/latest/tutorials/map-reduce/classification/wikipedia-classifier-example.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Wikipedia XML parser and Naive Bayes Example
-
-
---
+
# Wikipedia XML parser and Naive Bayes Classifier Example
## Introduction
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/20newsgroups.md b/website/docs/latest/tutorials/map-reduce/clustering/20newsgroups.md
index 9bd7f99..2ddac2f 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/20newsgroups.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/20newsgroups.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) 20Newsgroups
-
-
---
<a name="20Newsgroups-NaiveBayesusing20NewsgroupsData"></a>
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.md b/website/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.md
index fbccce0..55b8264 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/canopy-commandline.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) canopy-commandline
-
-
---
<a name="canopy-commandline-RunningCanopyClusteringfromtheCommandLine"></a>
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.md b/website/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.md
index 56d0532..8ebab4a 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/clustering-of-synthetic-control-data.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Clustering of synthetic control data
-
-
---
# Clustering synthetic control data
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.md b/website/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.md
index a1b61f7..0368851 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/clustering-seinfeld-episodes.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Clustering Seinfeld Episodes
-
-
---
Below is short tutorial on how to cluster Seinfeld episode transcripts with
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.md b/website/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.md
index 9c9d8d4..f149ec3 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/clusteringyourdata.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) ClusteringYourData
-
-
---
# Clustering your data
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.md b/website/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.md
index d2a9783..d04d473 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/fuzzy-k-means-commandline.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) fuzzy-k-means-commandline
-
-
---
<a name="fuzzy-k-means-commandline-RunningFuzzyk-MeansClusteringfromtheCommandLine"></a>
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.md b/website/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.md
index 937bb5a..40273bd 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/k-means-commandline.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) k-means-commandline
-
-
---
<a name="k-means-commandline-Introduction"></a>
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/lda-commandline.md b/website/docs/latest/tutorials/map-reduce/clustering/lda-commandline.md
index bbd1614..531e3e6 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/lda-commandline.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/lda-commandline.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) lda-commandline
-
-
---
<a name="lda-commandline-RunningLatentDirichletAllocation(algorithm)fromtheCommandLine"></a>
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/viewing-result.md b/website/docs/latest/tutorials/map-reduce/clustering/viewing-result.md
index 1e9c4d2..645e4e4 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/viewing-result.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/viewing-result.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Viewing Result
-
-
---
* [Algorithm Viewing pages](#ViewingResult-AlgorithmViewingpages)
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/viewing-results.md b/website/docs/latest/tutorials/map-reduce/clustering/viewing-results.md
index e26cbea..8ad488b 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/viewing-results.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/viewing-results.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Viewing Results
-
-
---
+
<a name="ViewingResults-Intro"></a>
# Intro
diff --git a/website/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.md b/website/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.md
index 977140d..2c597f0 100644
--- a/website/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.md
+++ b/website/docs/latest/tutorials/map-reduce/clustering/visualizing-sample-clusters.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Visualizing Sample Clusters
-
-
---
<a name="VisualizingSampleClusters-Introduction"></a>
@@ -63,4 +45,4 @@ Note that some of these programs display the sample points and then superimpose
bold red and the previous several are colored (orange, yellow, green, blue,
magenta) in order after which all earlier clusters are in light grey. This
helps to visualize how the clusters converge upon a solution over multiple
-iterations.
\ No newline at end of file
+iterations.
diff --git a/website/docs/latest/tutorials/map-reduce/index.md b/website/docs/latest/tutorials/map-reduce/index.md
index dedf837..29aec36 100644
--- a/website/docs/latest/tutorials/map-reduce/index.md
+++ b/website/docs/latest/tutorials/map-reduce/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Deprecated Map Reduce Based Examples
-
-
---
A note about the sunsetting of our support for Map Reduce.
@@ -32,4 +14,4 @@ A note about the sunsetting of our support for Map Reduce.
[Twenty Newsgroups](classification/twenty-newsgroups.html)
-[Wikipedia Classifier Example](classification/wikipedia-classifier-example.html)
\ No newline at end of file
+[Wikipedia Classifier Example](classification/wikipedia-classifier-example.html)
diff --git a/website/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.md b/website/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.md
index a462e17..e4f806a 100644
--- a/website/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.md
+++ b/website/docs/latest/tutorials/map-reduce/misc/mr---map-reduce.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) MR - Map Reduce
-
-
---
{excerpt}MapReduce is a framework for processing huge datasets on certain
diff --git a/website/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.md b/website/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.md
index 10494d6..049433f 100644
--- a/website/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.md
+++ b/website/docs/latest/tutorials/map-reduce/misc/parallel-frequent-pattern-mining.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Parallel Frequent Pattern Mining
-
-
---
+
Mahout has a Top K Parallel FPGrowth Implementation. Its based on the paper [http://infolab.stanford.edu/~echang/recsys08-69.pdf](http://infolab.stanford.edu/~echang/recsys08-69.pdf)
with some optimisations in mining the data.
diff --git a/website/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.md b/website/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.md
index ba3f83e..8ffca19 100644
--- a/website/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.md
+++ b/website/docs/latest/tutorials/map-reduce/misc/perceptron-and-winnow.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Perceptron and Winnow
-
-
---
+
<a name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></a>
# Classification with Perceptron or Winnow
diff --git a/website/docs/latest/tutorials/map-reduce/misc/testing.md b/website/docs/latest/tutorials/map-reduce/misc/testing.md
index 951ea0b..350d89e 100644
--- a/website/docs/latest/tutorials/map-reduce/misc/testing.md
+++ b/website/docs/latest/tutorials/map-reduce/misc/testing.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Testing
-
-
---
+
<a name="Testing-Intro"></a>
# Intro
diff --git a/website/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.md b/website/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.md
index a9b6f0c..2a2bc68 100644
--- a/website/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.md
+++ b/website/docs/latest/tutorials/map-reduce/misc/using-mahout-with-python-via-jpype.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Using Mahout with Python via JPype
-
-
---
<a name="UsingMahoutwithPythonviaJPype-overview"></a>
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.md b/website/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.md
index a3b7ef4..d622858 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/intro-als-hadoop.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Perceptron and Winnow
-
-
---
# Introduction to ALS Recommendations with Hadoop
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.md b/website/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.md
index f1f9b50..154ff94 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/intro-cooccurrence-spark.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-title: (Deprecated) Perceptron and Winnow
-
-
+title: Co-Occurrence With Spark
---
#Intro to Cooccurrence Recommenders with Spark
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.md b/website/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.md
index ceb1c83..fbf0ec2 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/intro-itembased-hadoop.md
@@ -1,22 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-title: (Deprecated) Perceptron and Winnow
+title: (Deprecated) Item Based Reccommenders in Hadoop
---
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.md b/website/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.md
index d1c00b1..157a022 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/matrix-factorization.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
-title: (Deprecated) Perceptron and Winnow
-
-
+title: Matrix Factorization
---
+
<a name="MatrixFactorization-Intro"></a>
# Introduction to Matrix Factorization for Recommendation Mining
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/quickstart.md b/website/docs/latest/tutorials/map-reduce/recommender/quickstart.md
index 00915a6..c98f9b0 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/quickstart.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/quickstart.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Recommender Quickstart
-
-
---
# Recommender Overview
@@ -45,4 +27,4 @@ and [What's New in Recommenders: part #2](http://occamsmachete.com/ml/2014/09/0
##Mahout Model Creation
-See the page describing [*spark-itemsimilarity*](http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html) for more details.
\ No newline at end of file
+See the page describing [*spark-itemsimilarity*](http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html) for more details.
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.md b/website/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.md
index 03285ca..9bb0e3a 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/recommender-documentation.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Recommender Documentation
-
-
---
<a name="RecommenderDocumentation-Overview"></a>
@@ -290,4 +272,4 @@ Cooperative Work (CSCW 1994), pp. 175-186, 1994.
J.L. Herlocker, J.A. Konstan, A. Borchers and J. Riedl, "[An algorithmic framework for performing collaborative filtering](http://www.grouplens.org/papers/pdf/algs.pdf)
" in Proceedings of the 22nd annual international ACM SIGIR Conference on
Research and Development in Information Retrieval (SIGIR 99), pp. 230-237,
-1999.
\ No newline at end of file
+1999.
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.md b/website/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.md
index 2003643..420ba9c 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/recommender-first-timer-faq.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) Recommender First-Timer FAQ
-
-
---
# Recommender First Timer Dos and Don'ts
@@ -67,4 +49,4 @@ top a ReloadFromJDBCDataModel.
This should give a reasonable starter system which responds fast. The
nature of the system is that new data comes in from the file or database
-only periodically -- perhaps on the order of minutes.
\ No newline at end of file
+only periodically -- perhaps on the order of minutes.
diff --git a/website/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.md b/website/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.md
index d75a702..5a97155 100644
--- a/website/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.md
+++ b/website/docs/latest/tutorials/map-reduce/recommender/userbased-5-minutes.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: (Deprecated) User Based Recommender in 5 Minutes
-
-
---
# Creating a User-Based Recommender in 5 minutes
diff --git a/website/docs/latest/tutorials/misc/contributing-algos/index.md b/website/docs/latest/tutorials/misc/contributing-algos/index.md
index f359361..89c942b 100644
--- a/website/docs/latest/tutorials/misc/contributing-algos/index.md
+++ b/website/docs/latest/tutorials/misc/contributing-algos/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Contributing new algorithms
-
-
---
The Mahout community is driven by user contribution. If you have implemented an algorithm and are interested in
@@ -429,4 +411,4 @@ Towards the top, off to the right, you'll see a link to "Pull Request", click on
That's it! Thanks so much for contributing to Apache Mahout, users like you are what keep this project moving forward!
-I've included [Foo.scala](Foo.scala) and [RegressionSuiteBase.scala](RegressionSuiteBase.scala) for reference.
\ No newline at end of file
+I've included [Foo.scala](Foo.scala) and [RegressionSuiteBase.scala](RegressionSuiteBase.scala) for reference.
diff --git a/website/docs/latest/tutorials/misc/how-to-build-an-app.md b/website/docs/latest/tutorials/misc/how-to-build-an-app.md
index a61618b..1c89d46 100644
--- a/website/docs/latest/tutorials/misc/how-to-build-an-app.md
+++ b/website/docs/latest/tutorials/misc/how-to-build-an-app.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara In Core
-
-
---
+
# How to create and App using Mahout
This is an example of how to create a simple app using Mahout as a Library. The source is available on Github in the [3-input-cooc project](https://github.com/pferrel/3-input-cooc) with more explanation about what it does (has to do with collaborative filtering). For this tutorial we'll concentrate on the app rather than the data science.
diff --git a/website/docs/latest/tutorials/misc/mahout-in-zeppelin/index.md b/website/docs/latest/tutorials/misc/mahout-in-zeppelin/index.md
index 30a2426..fb6b5d8 100644
--- a/website/docs/latest/tutorials/misc/mahout-in-zeppelin/index.md
+++ b/website/docs/latest/tutorials/misc/mahout-in-zeppelin/index.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Visualizing Mahout in Zeppelin
-
-
---
@@ -289,4 +271,4 @@ Then we plot the data using the R `scatterplot3d` package.
scatterplot3d(data, color="green")
-
\ No newline at end of file
+
diff --git a/website/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.md b/website/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.md
index 4da08ca..b5e245e 100644
--- a/website/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.md
+++ b/website/docs/latest/tutorials/samsara/classify-a-doc-from-the-shell.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Text Classification Example
-
-
---
# Building a text classifier in Mahout's Spark Shell
@@ -271,4 +253,4 @@ And retrieve it with:
val model = NBModel.dfsRead("/path/to/model")
-The trained model can now be embedded in an external application.
\ No newline at end of file
+The trained model can now be embedded in an external application.
diff --git a/website/docs/latest/tutorials/samsara/play-with-shell.md b/website/docs/latest/tutorials/samsara/play-with-shell.md
index 9c06d58..e6f175a 100644
--- a/website/docs/latest/tutorials/samsara/play-with-shell.md
+++ b/website/docs/latest/tutorials/samsara/play-with-shell.md
@@ -1,25 +1,8 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Mahout Samsara In Core
-
-
---
+
# Playing with Mahout's Spark Shell
This tutorial will show you how to play with Mahout's scala DSL for linear algebra and its Spark shell. **Please keep in mind that this code is still in a very early experimental stage**.
@@ -212,4 +195,4 @@ goodness
</pre></div>
-Liked what you saw? Checkout Mahout's overview for the [Scala and Spark bindings]({{ BASE_PATH }}/distributed/spark-bindings).
\ No newline at end of file
+Liked what you saw? Checkout Mahout's overview for the [Scala and Spark bindings]({{ BASE_PATH }}/distributed/spark-bindings).
diff --git a/website/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.md b/website/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.md
index ae929e1..6183745 100644
--- a/website/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.md
+++ b/website/docs/latest/tutorials/samsara/playing-with-samsara-flink-batch.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title:
-
-
---
## Getting Started
@@ -124,4 +106,4 @@ When using mahout, please import the following modules:
* `mahout-math`
* `mahout-math-scala`
* `mahout-flink_2.10`
-*
\ No newline at end of file
+*
diff --git a/website/docs/latest/tutorials/samsara/spark-naive-bayes.md b/website/docs/latest/tutorials/samsara/spark-naive-bayes.md
index da7e188..ba33444 100644
--- a/website/docs/latest/tutorials/samsara/spark-naive-bayes.md
+++ b/website/docs/latest/tutorials/samsara/spark-naive-bayes.md
@@ -1,24 +1,6 @@
-<!--
- Licensed to the Apache Software Foundation (ASF) under one or more
- contributor license agreements. See the NOTICE file distributed with
- this work for additional information regarding copyright ownership.
- The ASF licenses this file to You under the Apache License, Version 2.0
- (the "License"); you may not use this file except in compliance with
- the License. You may obtain a copy of the License at
-
- http://www.apache.org/licenses/LICENSE-2.0
-
- Unless required by applicable law or agreed to in writing, software
- distributed under the License is distributed on an "AS IS" BASIS,
- WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- See the License for the specific language governing permissions and
- limitations under the License.
--->
---
layout: doc-page
title: Spark Naive Bayes
-
-
---
# Spark Naive Bayes