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Posted to commits@mahout.apache.org by ak...@apache.org on 2024/02/16 21:54:49 UTC

(mahout) branch main updated: Removing ASF headers from markdown

This is an automated email from the ASF dual-hosted git repository.

akm pushed a commit to branch main
in repository https://gitbox.apache.org/repos/asf/mahout.git


The following commit(s) were added to refs/heads/main by this push:
     new 8ca5202a8 Removing ASF headers from markdown
8ca5202a8 is described below

commit 8ca5202a8ade2eab00d32e02ab93bb376a06a54b
Author: Andrew Musselman <ak...@apache.org>
AuthorDate: Fri Feb 16 13:54:37 2024 -0800

    Removing ASF headers from markdown
---
 website/documentation/users/algorithms/d-als.md      | 18 ------------------
 website/documentation/users/algorithms/d-qr.md       | 18 ------------------
 website/documentation/users/algorithms/d-spca.md     | 18 ------------------
 website/documentation/users/algorithms/d-ssvd.md     | 18 ------------------
 .../users/algorithms/intro-cooccurrence-spark.md     | 18 ------------------
 .../users/algorithms/recommender-overview.md         | 18 ------------------
 .../users/algorithms/spark-naive-bayes.md            | 18 ------------------
 website/documentation/users/basics/algorithms.md     | 18 ------------------
 website/documentation/users/basics/collections.md    | 18 ------------------
 website/documentation/users/basics/collocations.md   | 18 ------------------
 .../users/basics/creating-vectors-from-text.md       | 18 ------------------
 .../documentation/users/basics/creating-vectors.md   | 18 ------------------
 .../users/basics/gaussian-discriminative-analysis.md | 18 ------------------
 .../users/basics/independent-component-analysis.md   | 18 ------------------
 .../documentation/users/basics/mahout-collections.md | 18 ------------------
 .../documentation/users/basics/mahoutintegration.md  | 18 ------------------
 .../users/basics/matrix-and-vector-needs.md          | 18 ------------------
 .../users/basics/principal-components-analysis.md    | 18 ------------------
 .../basics/svd---singular-value-decomposition.md     | 18 ------------------
 .../users/basics/system-requirements.md              | 18 ------------------
 ...df---term-frequency-inverse-document-frequency.md | 18 ------------------
 .../users/classification/bankmarketing-example.md    | 20 +-------------------
 .../documentation/users/classification/bayesian.md   | 18 ------------------
 .../users/classification/breiman-example.md          | 18 ------------------
 .../users/classification/class-discovery.md          | 18 ------------------
 .../users/classification/classifyingyourdata.md      | 20 +-------------------
 .../users/classification/hidden-markov-models.md     | 20 +-------------------
 .../locally-weighted-linear-regression.md            | 18 ------------------
 .../users/classification/logistic-regression.md      | 18 ------------------
 website/documentation/users/classification/mlp.md    | 18 ------------------
 .../documentation/users/classification/naivebayes.md | 18 ------------------
 .../users/classification/neural-network.md           | 18 ------------------
 .../users/classification/partial-implementation.md   | 18 ------------------
 .../users/classification/random-forests.md           | 18 ------------------
 .../classification/restricted-boltzmann-machines.md  | 18 ------------------
 .../users/classification/support-vector-machines.md  | 18 ------------------
 .../users/classification/twenty-newsgroups.md        | 20 +-------------------
 .../classification/wikipedia-classifier-example.md   | 20 ++------------------
 38 files changed, 6 insertions(+), 688 deletions(-)

diff --git a/website/documentation/users/algorithms/d-als.md b/website/documentation/users/algorithms/d-als.md
index 8b688a300..b137b2bcf 100644
--- a/website/documentation/users/algorithms/d-als.md
+++ b/website/documentation/users/algorithms/d-als.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: default
 title: Disitrubted ALS
-
-    
 ---
 
 
diff --git a/website/documentation/users/algorithms/d-qr.md b/website/documentation/users/algorithms/d-qr.md
index fecd97e05..2faca238e 100644
--- a/website/documentation/users/algorithms/d-qr.md
+++ b/website/documentation/users/algorithms/d-qr.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: default
 title: Distributed Cholesky QR
-
-    
 ---
 
 # Distributed Cholesky QR
diff --git a/website/documentation/users/algorithms/d-spca.md b/website/documentation/users/algorithms/d-spca.md
index bf0b14db3..83cf693f6 100644
--- a/website/documentation/users/algorithms/d-spca.md
+++ b/website/documentation/users/algorithms/d-spca.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: default
 title: Distributed Stochastic PCA
-
-    
 ---
 
 # Distributed Stochastic PCA
diff --git a/website/documentation/users/algorithms/d-ssvd.md b/website/documentation/users/algorithms/d-ssvd.md
index ff133ea05..d6e96f04c 100644
--- a/website/documentation/users/algorithms/d-ssvd.md
+++ b/website/documentation/users/algorithms/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: default
 title: Distributed Stochastic Singular Value Decomposition
-
-    
 ---
 
 # Distributed Stochastic Singular Value Decomposition
diff --git a/website/documentation/users/algorithms/intro-cooccurrence-spark.md b/website/documentation/users/algorithms/intro-cooccurrence-spark.md
index b60681fca..664a40b90 100644
--- a/website/documentation/users/algorithms/intro-cooccurrence-spark.md
+++ b/website/documentation/users/algorithms/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: Building a Mahout Recommender
-
-    
 ---
 
 # Building a Correlated Cross-Occurrence (CCO) Recommenders with the Mahout CLI
diff --git a/website/documentation/users/algorithms/recommender-overview.md b/website/documentation/users/algorithms/recommender-overview.md
index d2e681d58..635e55fdf 100644
--- a/website/documentation/users/algorithms/recommender-overview.md
+++ b/website/documentation/users/algorithms/recommender-overview.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
-
-    
 ---
 
 
diff --git a/website/documentation/users/algorithms/spark-naive-bayes.md b/website/documentation/users/algorithms/spark-naive-bayes.md
index b245df901..7cbff85ae 100644
--- a/website/documentation/users/algorithms/spark-naive-bayes.md
+++ b/website/documentation/users/algorithms/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: default
 title: Spark Naive Bayes
-
-    
 ---
 
 # Spark Naive Bayes
diff --git a/website/documentation/users/basics/algorithms.md b/website/documentation/users/basics/algorithms.md
index ca6fbde3f..d756480f0 100644
--- a/website/documentation/users/basics/algorithms.md
+++ b/website/documentation/users/basics/algorithms.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: default
 title: Algorithms
-
-    
 ---
 
 
diff --git a/website/documentation/users/basics/collections.md b/website/documentation/users/basics/collections.md
index 1c55b5f7b..7985e0052 100644
--- a/website/documentation/users/basics/collections.md
+++ b/website/documentation/users/basics/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: default
 title: Collections
-
-    
 ---
 
 TODO: Organize these somehow, add one-line blurbs
diff --git a/website/documentation/users/basics/collocations.md b/website/documentation/users/basics/collocations.md
index 4d64a1709..079b4f7c7 100644
--- a/website/documentation/users/basics/collocations.md
+++ b/website/documentation/users/basics/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: default
 title: Collocations
-
-    
 ---
 
 
diff --git a/website/documentation/users/basics/creating-vectors-from-text.md b/website/documentation/users/basics/creating-vectors-from-text.md
index 11b63ad36..52277855c 100644
--- a/website/documentation/users/basics/creating-vectors-from-text.md
+++ b/website/documentation/users/basics/creating-vectors-from-text.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: default
 title: Creating Vectors from Text
-
-    
 ---
 
 
diff --git a/website/documentation/users/basics/creating-vectors.md b/website/documentation/users/basics/creating-vectors.md
index bb84cc5a4..41c72f999 100644
--- a/website/documentation/users/basics/creating-vectors.md
+++ b/website/documentation/users/basics/creating-vectors.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: default
 title: Creating Vectors
-
-    
 ---
 
 
diff --git a/website/documentation/users/basics/gaussian-discriminative-analysis.md b/website/documentation/users/basics/gaussian-discriminative-analysis.md
index 486c6b82d..88902cbb9 100644
--- a/website/documentation/users/basics/gaussian-discriminative-analysis.md
+++ b/website/documentation/users/basics/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: default
 title: Gaussian Discriminative Analysis
-
-    
 ---
 
 <a name="GaussianDiscriminativeAnalysis-GaussianDiscriminativeAnalysis"></a>
diff --git a/website/documentation/users/basics/independent-component-analysis.md b/website/documentation/users/basics/independent-component-analysis.md
index 6ba266ad3..9890498cf 100644
--- a/website/documentation/users/basics/independent-component-analysis.md
+++ b/website/documentation/users/basics/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: default
 title: Independent Component Analysis
-
-    
 ---
 
 <a name="IndependentComponentAnalysis-IndependentComponentAnalysis"></a>
diff --git a/website/documentation/users/basics/mahout-collections.md b/website/documentation/users/basics/mahout-collections.md
index 5070d5b9f..679e3d278 100644
--- a/website/documentation/users/basics/mahout-collections.md
+++ b/website/documentation/users/basics/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: default
 title: mahout-collections
-
-    
 ---
 
 # Mahout collections
diff --git a/website/documentation/users/basics/mahoutintegration.md b/website/documentation/users/basics/mahoutintegration.md
index eebdebb29..8c58b4be4 100644
--- a/website/documentation/users/basics/mahoutintegration.md
+++ b/website/documentation/users/basics/mahoutintegration.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: default
 title: MahoutIntegration
-
-    
 ---
diff --git a/website/documentation/users/basics/matrix-and-vector-needs.md b/website/documentation/users/basics/matrix-and-vector-needs.md
index 3b637f6a6..e2439a364 100644
--- a/website/documentation/users/basics/matrix-and-vector-needs.md
+++ b/website/documentation/users/basics/matrix-and-vector-needs.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: default
 title: Matrix and Vector Needs
-
-    
 ---
 
 <a name="MatrixandVectorNeeds-Intro"></a>
diff --git a/website/documentation/users/basics/principal-components-analysis.md b/website/documentation/users/basics/principal-components-analysis.md
index 4875f88ea..d0e56d8f1 100644
--- a/website/documentation/users/basics/principal-components-analysis.md
+++ b/website/documentation/users/basics/principal-components-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: default
 title: Principal Components Analysis
-
-    
 ---
 
 <a name="PrincipalComponentsAnalysis-PrincipalComponentsAnalysis"></a>
diff --git a/website/documentation/users/basics/svd---singular-value-decomposition.md b/website/documentation/users/basics/svd---singular-value-decomposition.md
index 5d8d03e3f..0b64cd029 100644
--- a/website/documentation/users/basics/svd---singular-value-decomposition.md
+++ b/website/documentation/users/basics/svd---singular-value-decomposition.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: default
 title: SVD - Singular Value Decomposition
-
-    
 ---
 
 {excerpt}Singular Value Decomposition is a form of product decomposition of
diff --git a/website/documentation/users/basics/system-requirements.md b/website/documentation/users/basics/system-requirements.md
index 440931ba1..b09e69aad 100644
--- a/website/documentation/users/basics/system-requirements.md
+++ b/website/documentation/users/basics/system-requirements.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: default
 title: System Requirements
-
-    
 ---
 
 
diff --git a/website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.md b/website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.md
index 7f2be8ce2..2991edcc4 100644
--- a/website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.md
+++ b/website/documentation/users/basics/tf-idf---term-frequency-inverse-document-frequency.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: default
 title: TF-IDF - Term Frequency-Inverse Document Frequency
-
-    
 ---
 
 {excerpt}Is a weight measure often used in information retrieval and text
diff --git a/website/documentation/users/classification/bankmarketing-example.md b/website/documentation/users/classification/bankmarketing-example.md
index fa5567300..5394f86e6 100644
--- a/website/documentation/users/classification/bankmarketing-example.md
+++ b/website/documentation/users/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: default
 title:
-
-    
 ---
 
 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/documentation/users/classification/bayesian.md b/website/documentation/users/classification/bayesian.md
index f5ffafee7..bfc64a25f 100644
--- a/website/documentation/users/classification/bayesian.md
+++ b/website/documentation/users/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: default
 title:
-
-    
 ---
 
 # Naive Bayes
diff --git a/website/documentation/users/classification/breiman-example.md b/website/documentation/users/classification/breiman-example.md
index 12ee77fcb..a1d719a05 100644
--- a/website/documentation/users/classification/breiman-example.md
+++ b/website/documentation/users/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: default
 title: Breiman Example
-
-    
 ---
 
 #Breiman Example
diff --git a/website/documentation/users/classification/class-discovery.md b/website/documentation/users/classification/class-discovery.md
index 6f5d8fc04..bd21fa51f 100644
--- a/website/documentation/users/classification/class-discovery.md
+++ b/website/documentation/users/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: default
 title: Class Discovery
-
-    
 ---
 <a name="ClassDiscovery-ClassDiscovery"></a>
 # Class Discovery
diff --git a/website/documentation/users/classification/classifyingyourdata.md b/website/documentation/users/classification/classifyingyourdata.md
index 3bbefba24..4da4403d3 100644
--- a/website/documentation/users/classification/classifyingyourdata.md
+++ b/website/documentation/users/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: default
 title: 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/documentation/users/classification/hidden-markov-models.md b/website/documentation/users/classification/hidden-markov-models.md
index 022a95d79..8c5545706 100644
--- a/website/documentation/users/classification/hidden-markov-models.md
+++ b/website/documentation/users/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: default
 title: 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/documentation/users/classification/locally-weighted-linear-regression.md b/website/documentation/users/classification/locally-weighted-linear-regression.md
index e732a7ead..2ab379a6d 100644
--- a/website/documentation/users/classification/locally-weighted-linear-regression.md
+++ b/website/documentation/users/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: default
 title: Locally Weighted Linear Regression
-
-    
 ---
 
 <a name="LocallyWeightedLinearRegression-LocallyWeightedLinearRegression"></a>
diff --git a/website/documentation/users/classification/logistic-regression.md b/website/documentation/users/classification/logistic-regression.md
index 082717a12..68bfcf2aa 100644
--- a/website/documentation/users/classification/logistic-regression.md
+++ b/website/documentation/users/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: default
 title: Logistic Regression
-
-    
 ---
 
 <a name="LogisticRegression-LogisticRegression(SGD)"></a>
diff --git a/website/documentation/users/classification/mlp.md b/website/documentation/users/classification/mlp.md
index 08d3e32c6..64aecc511 100644
--- a/website/documentation/users/classification/mlp.md
+++ b/website/documentation/users/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: default
 title: Multilayer Perceptron
-
-    
 ---
 
 Multilayer Perceptron
diff --git a/website/documentation/users/classification/naivebayes.md b/website/documentation/users/classification/naivebayes.md
index 8fc9e3c50..4f4ac507f 100644
--- a/website/documentation/users/classification/naivebayes.md
+++ b/website/documentation/users/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: default
 title: NaiveBayes
-
-    
 ---
 
 <a name="NaiveBayes-NaiveBayes"></a>
diff --git a/website/documentation/users/classification/neural-network.md b/website/documentation/users/classification/neural-network.md
index d264763e5..35a64d4b6 100644
--- a/website/documentation/users/classification/neural-network.md
+++ b/website/documentation/users/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: default
 title: Neural Network
-
-    
 ---
 
 <a name="NeuralNetwork-NeuralNetworks"></a>
diff --git a/website/documentation/users/classification/partial-implementation.md b/website/documentation/users/classification/partial-implementation.md
index 061212ba7..7ac4f04e7 100644
--- a/website/documentation/users/classification/partial-implementation.md
+++ b/website/documentation/users/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: default
 title: Partial Implementation
-
-    
 ---
 
 
diff --git a/website/documentation/users/classification/random-forests.md b/website/documentation/users/classification/random-forests.md
index a4fb4c53d..410375f02 100644
--- a/website/documentation/users/classification/random-forests.md
+++ b/website/documentation/users/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: default
 title: Random Forests
-
-    
 ---
 
 <a name="RandomForests-HowtogrowaDecisionTree"></a>
diff --git a/website/documentation/users/classification/restricted-boltzmann-machines.md b/website/documentation/users/classification/restricted-boltzmann-machines.md
index 51c4c4cd6..46408d1af 100644
--- a/website/documentation/users/classification/restricted-boltzmann-machines.md
+++ b/website/documentation/users/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: default
 title: Restricted Boltzmann Machines
-
-    
 ---
 
 NOTE: This implementation is a Work-In-Progress, at least till September,
diff --git a/website/documentation/users/classification/support-vector-machines.md b/website/documentation/users/classification/support-vector-machines.md
index 55fdad0fb..d9df5936d 100644
--- a/website/documentation/users/classification/support-vector-machines.md
+++ b/website/documentation/users/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: default
 title: Support Vector Machines
-
-    
 ---
 
 <a name="SupportVectorMachines-SupportVectorMachines"></a>
diff --git a/website/documentation/users/classification/twenty-newsgroups.md b/website/documentation/users/classification/twenty-newsgroups.md
index 78de8c203..b5c140a43 100644
--- a/website/documentation/users/classification/twenty-newsgroups.md
+++ b/website/documentation/users/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: default
 title: Twenty Newsgroups
-
-    
 ---
 
 
@@ -192,4 +174,4 @@ 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/documentation/users/classification/wikipedia-classifier-example.md b/website/documentation/users/classification/wikipedia-classifier-example.md
index be3c267ac..77ce81a24 100644
--- a/website/documentation/users/classification/wikipedia-classifier-example.md
+++ b/website/documentation/users/classification/wikipedia-classifier-example.md
@@ -1,25 +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: default
 title: Wikipedia XML parser and Naive Bayes Example
-
-    
 ---
+
+
 # Wikipedia XML parser and Naive Bayes Classifier Example
 
 ## Introduction