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Posted to commits@predictionio.apache.org by do...@apache.org on 2016/08/25 20:14:26 UTC
[31/51] [partial] incubator-predictionio-site git commit: Update
template gallery
http://git-wip-us.apache.org/repos/asf/incubator-predictionio-site/blob/afc2fa9a/gallery/templates.yaml
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+- template:
+ name: Universal Recommender
+ repo: "https://github.com/PredictionIO/template-scala-parallel-universal-recommendation"
+ description: |-
+ Use for:
+
+ * Personalized recommendations
+ * Similar items
+ * Popular Items
+ * Shopping cart recommendation
+ * Hybrid collaborative filtering and content based recommendations.
+
+ The name refers to the use of this template in virtually any case that calls for recommendations - ecom, news, videos, virtually anywhere usage data is known. This recommender can auto-correlate different user actions, profile data, contextual information, and some content types to make better recommendations.
+ tags: [recommender]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.5
+
+- template:
+ name: E-Commerce Recommendation
+ repo: "https://github.com/PredictionIO/template-scala-parallel-ecommercerecommendation"
+ description: |-
+ This engine template provides personalized recommendation for e-commerce applications with the following features by default:
+
+ * Exclude out-of-stock items
+ * Provide recommendation to new users who sign up after the model is trained
+ * Recommend unseen items only (configurable)
+ * Recommend popular items if no information about the user is available (added in template version v0.4.0)
+ tags: [recommender]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: E-Commerce Recommendation (Java)
+ repo: "https://github.com/PredictionIO/template-java-parallel-ecommercerecommendation"
+ description: |-
+ This engine template provides personalized recommendation for e-commerce applications with the following features by default:
+
+ * Exclude out-of-stock items
+ * Provide recommendation to new users who sign up after the model is trained
+ * Recommend unseen items only (configurable)
+ * Recommend popular items if no information about the user is available
+ tags: [recommender]
+ type: Parallel
+ language: Java
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.3
+
+- template:
+ name: Product Ranking
+ repo: "https://github.com/PredictionIO/template-scala-parallel-productranking"
+ description: |-
+ This engine template sorts a list of products for a user based on his/her preference. This is ideal for personalizing the display order of product page, catalog, or menu items if you have large number of options. It creates engagement and early conversion by placing products that a user prefers on the top.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Similar Product
+ repo: "https://github.com/PredictionIO/template-scala-parallel-similarproduct"
+ description: |-
+ This engine template recommends products that are "similar" to the input product(s). Similarity is not defined by user or item attributes but by users' previous actions. By default, it uses 'view' action such that product A and B are considered similar if most users who view A also view B. The template can be customized to support other action types such as buy, rate, like..etc
+ tags: [recommender]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Complementary Purchase
+ repo: "https://github.com/PredictionIO/template-scala-parallel-complementarypurchase"
+ description: |-
+ This engine template recommends the complementary items which most user frequently buy at the same time with one or more items in the query.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Lead Scoring
+ repo: "https://github.com/PredictionIO/template-scala-parallel-leadscoring"
+ description: |-
+ This engine template predicts the probability of an user will convert (conversion event by user) in the current session.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Recommendation
+ repo: "https://github.com/PredictionIO/template-scala-parallel-recommendation"
+ description: |-
+ An engine template is an almost-complete implementation of an engine. PredictionIO's Recommendation Engine Template has integrated Apache Spark MLlib's Collaborative Filtering algorithm by default. You can customize it easily to fit your specific needs.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Classification
+ repo: "https://github.com/PredictionIO/template-scala-parallel-classification"
+ description: |-
+ An engine template is an almost-complete implementation of an engine. PredictionIO's Classification Engine Template has integrated Apache Spark MLlib's Naive Bayes algorithm by default.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Content Based SVD Item Similarity Engine
+ repo: "https://github.com/alexice/template-scala-parallel-svd-item-similarity"
+ description: |-
+ Template to calculate similarity between items based on their attributes. Attributes can be either numeric or categorical in the last case it will be encoded using one-hot encoder. Algorithm uses SVD in order to reduce data dimensionality. Cosine similarity is now implemented but can be easily extended to other similarity measures.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Survival Regression
+ repo: "https://github.com/goliasz/pio-template-sr"
+ description: |-
+ Survival regression template is based on brand new Spark 1.6 AFT (accelerated failure time) survival analysis algorithm. There are interesting applications of survival analysis like:
+
+ * Business Planning : Profiling customers who has a higher survival rate and make strategy accordingly.
+ * Lifetime Value Prediction : Engage with customers according to their lifetime value
+ * Active customers : Predict when the customer will be active for the next time and take interventions accordingly. * Campaign evaluation : Monitor effect of campaign on the survival rate of customers.
+
+ Source: http://www.analyticsvidhya.com/blog/2014/04/survival-analysis-model-you/
+ tags: [regression]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: beta
+ pio_min_version: 0.9.5
+
+- template:
+ name: Churn Prediction - H2O Sparkling Water
+ repo: "https://github.com/andrewwuan/PredictionIO-Churn-Prediction-H2O-Sparkling-Water"
+ description: |-
+ This is an engine template with Sparkling Water integration. The goal is to use Deep Learning algorithm to predict the churn rate for a phone carrier's customers.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Classification Deeplearning4j
+ repo: "https://github.com/detrevid/predictionio-template-classification-dl4j"
+ description: |-
+ A classification engine template that uses Deeplearning4j library.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Sparkling Water-Deep Learning Energy Forecasting
+ repo: "https://github.com/BensonQiu/predictionio-template-recommendation-sparklingwater"
+ description: |-
+ This Engine Template demonstrates an energy forecasting engine. It integrates Deep Learning from the Sparkling Water library to perform energy analysis. We can query the circuit and time, and return predicted energy usage.
+ tags: [regression]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+
+- template:
+ name: OpenNLP Sentiment Analysis Template
+ repo: "https://github.com/vshwnth2/OpenNLP-SentimentAnalysis-Template"
+ description: |-
+ Given a sentence, this engine will return a score between 0 and 4. This is the sentiment of the sentence. The lower the number the more negative the sentence is. It uses the OpenNLP library.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: "-"
+
+- template:
+ name: Probabilistic Classifier (Logistic Regression w/ LBFGS)
+ repo: "https://github.com/EmergentOrder/template-scala-probabilistic-classifier-batch-lbfgs"
+ description: |-
+ A PredictionIO engine template using logistic regression (trained with limited-memory BFGS ) with raw (probabilistic) outputs.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "MIT License"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Document Classification with OpenNLP
+ repo: "https://github.com/chrischris292/template-classification-opennlp"
+ description: |-
+ Document Classification template with OpenNLP GISModel.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.0
+
+- template:
+ name: Circuit End Use Classification
+ repo: "https://github.com/harry5z/template-circuit-classification-sparkling-water"
+ description: |-
+ A classification engine template that uses machine learning models trained with sample circuit energy consumption data and end usage to predict the end use of a circuit by its energy consumption history.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.1
+
+- template:
+ name: Viewed This Bought That
+ repo: "https://github.com/vngrs/template-scala-parallel-viewedthenbought"
+ description: |-
+ This Engine uses co-occurence algorithm to match viewed items to bought items. Using this engine you may predict which item the user will buy, given the item(s) browsed.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Music Recommendations
+ repo: "https://github.com/vaibhavist/template-scala-parallel-recommendation"
+ description: |-
+ This is very similar to music recommendations template. It is integrated with all the events a music application can have such as song played, liked, downloaded, purchased, etc.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: template-decision-tree-feature-importance
+ repo: "https://github.com/anthill/template-decision-tree-feature-importance"
+ description: |-
+ This template shows how to use spark' decision tree. It enables : - both categorical and continuous features - feature importance calculation - tree output in json - reading training data from a csv file
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.0
+
+- template:
+ name: Electric Load Forecasting
+ repo: "https://github.com/detrevid/predictionio-load-forecasting"
+ description: |-
+ This is a PredictionIO engine for electric load forecasting. The engine is using linear regression with stochastic gradient descent from Spark MLlib.
+ tags: [regression]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Sentiment analysis
+ repo: "https://github.com/pawel-n/template-scala-cml-sentiment"
+ description: |-
+ This template implements various algorithms for sentiment analysis, most based on recursive neural networks (RNN) and recursive neural tensor networks (RNTN)[1]. It uses an experimental library called Composable Machine Learning (CML) and the Stanford Parser. The example data set is the Stanford Sentiment Treebank.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: GBRT_Classification
+ repo: "https://github.com/ailurus1991/GBRT_Template_PredictionIO"
+ description: |-
+ The Gradient-Boosted Regression Trees(GBRT) for classification.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: MLlibKMeansClustering
+ repo: "https://github.com/sahiliitm/predictionio-MLlibKMeansClusteringTemplate"
+ description: |-
+ This is a template which demonstrates the use of K-Means clustering algorithm which can be deployed on a spark-cluster using prediction.io.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: '-'
+
+- template:
+ name: Word2Vec
+ repo: "https://github.com/pawel-n/template-scala-parallel-word2vec"
+ description: |-
+ This template integrates the Word2Vec implementation from deeplearning4j with PredictionIO. The Word2Vec algorithm takes a corpus of text and computes a vector representation for each word. These representations can be subsequently used in many natural language processing applications.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.0
+
+- template:
+ name: MLlib-Decision-Trees-Template
+ repo: "https://github.com/mohanaprasad1994/PredictionIO-MLlib-Decision-Trees-Template"
+ description: |-
+ An engine template is an almost-complete implementation of an engine. This is a classification engine template which has integrated Apache Spark MLlib's Decision tree algorithm by default.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.0
+
+- template:
+ name: Spark Deeplearning4j Word2Vec
+ repo: "https://github.com/ts335793/template-scala-spark-dl4j-word2vec"
+ description: |-
+ This template shows how to integrate Deeplearnign4j spark api with PredictionIO on example of app which uses Word2Vec algorithm to predict nearest words.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Sentiment Analysis Template
+ repo: "https://github.com/whhone/template-sentiment-analysis"
+ description: |-
+ Given a sentence, return a score between 0 and 4, indicating the sentence's sentiment. 0 being very negative, 4 being very positive, 2 being neutral. The engine uses the stanford CoreNLP library and the Scala binding `gangeli/CoreNLP-Scala` for parsing.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: None
+ status: stable
+ pio_min_version: 0.9.0
+
+- template:
+ name: Classification with MultiLayerNetwork
+ repo: "https://github.com/jimmyywu/predictionio-template-classification-dl4j-multilayer-network"
+ description: |-
+ This engine template integrates the MultiLayerNetwork implementation from the Deeplearning4j library into PredictionIO. In this template, we use PredictionIO to classify the widely-known IRIS flower dataset by constructing a deep-belief net.
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.0
+
+- template:
+ name: MLLib-LinearRegression
+ repo: "https://github.com/RAditi/PredictionIO-MLLib-LinReg-Template"
+ description: |-
+ This template uses the linear regression with stochastic gradient descent algorithm from MLLib to make predictions on real-valued data based on features (explanatory variables)
+ tags: [regression]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.1
+
+- template:
+ name: Text Classification
+ repo: "https://github.com/PredictionIO/template-scala-parallel-textclassification"
+ description: |-
+ Use this engine for general text classification purposes. Uses OpenNLP library for text vectorization, includes t.f.-i.d.f.-based feature transformation and reduction, and uses Spark MLLib's Multinomial Naive Bayes implementation for classification.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Deeplearning4j RNTN
+ repo: "https://github.com/ts335793/template-scala-parallel-dl4j-rntn"
+ description: |-
+ Recursive Neural Tensor Network algorithm is supervised learning algorithm used to predict sentiment of sentences. This template is based on deeplearning4j RNTN example: https://github.com/SkymindIO/deeplearning4j-nlp-examples/tree/master/src/main/java/org/deeplearning4j/rottentomatoes/rntn. It's goal is to show how to integrate deeplearning4j library with PredictionIO.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: Recursive Neural Networks (Sentiment Analysis)
+ repo: "https://github.com/ts335793/template-scala-rnn"
+ description: |-
+ Predicting sentiment of phrases with use of Recursive Neural Network algorithm and OpenNLP parser.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: CoreNLP Text Classification
+ repo: "https://github.com/Ling-Ling/CoreNLP-Text-Classification"
+ description: |-
+ This engine uses CoreNLP to do text analysis in order to classify the category a strings of text falls under.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: "-"
+
+- template:
+ name: Topc Model (LDA)
+ repo: "https://github.com/EmergentOrder/template-scala-topic-model-LDA"
+ description: |-
+ A PredictionIO engine template using Latent Dirichlet Allocation to learn a topic model from raw text
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.4
+
+- template:
+ name: Cstablo-template-text-similarityelassification
+ repo: "https://github.com/goliasz/pio-template-text-similarity"
+ description: |-
+ Text similarity engine based on Word2Vec algorithm. Builds vectors of full documents in training phase. Finds similar documents in query phase.
+ tags: [nlp]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.5
+
+- template:
+ name: KMeans-Clustering-Template
+ repo: "https://github.com/singsanj/KMeans-parallel-template"
+ description: |-
+ forked from PredictionIO/template-scala-parallel-vanilla. It implements the KMeans Algorithm. Can be extended to mainstream implementation with minor changes.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.2
+
+- template:
+ name: classifier-kafka-streaming-template
+ repo: "https://github.com/singsanj/classifier-kafka-streaming-template"
+ description: |-
+ The template will provide a simple integration of DASE with kafka using spark streaming capabilites in order to play around with real time notification, messages ..
+ tags: [classification]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: "-"
+
+- template:
+ name: Frequent Pattern Mining
+ repo: "https://github.com/goliasz/pio-template-fpm"
+ description: |-
+ Template uses FP Growth algorithm allowing to mine for frequent patterns. Template returns subsequent items together with confidence score.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: alpha
+ pio_min_version: 0.9.5
+
+- template:
+ name: Vanilla
+ repo: "https://github.com/PredictionIO/template-scala-parallel-vanilla"
+ description: |-
+ Vanilla template is for developing new engine when you find other engine templates do not fit your needs. This template provides a skeleton to kick start new engine development.
+ tags: [other]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: stable
+ pio_min_version: 0.9.2
+
+- template:
+ name: Similar Product with Rating
+ repo: "https://github.com/ramaboo/template-scala-parallel-similarproduct-with-rating"
+ description: |-
+ Similar product template with rating support! Used for the MovieLens Demo.
+ tags: [unsupervised]
+ type: Parallel
+ language: Scala
+ license: "Apache Licence 2.0"
+ status: beta
+ pio_min_version: 0.9.0
+
+- template:
+ name: "Best Time: Push Notification"
+ repo: "https://github.com/PredictionIO/template-best-time-push-notification"
+ description: |-
+ This template predicts the best time to send push notification to a user to optimize conversion.
+ tags: [other]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: "Best Time: E-mail"
+ repo: "https://github.com/PredictionIO/template-best-time-email"
+ description: |-
+ An engine template is an almost-complete implementation of an engine. PredictionIO's Classification Engine Template has integrated Apache Spark MLlib's Naive Bayes algorithm by default.
+ tags: [other]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: Search Results Ranking
+ repo: "https://github.com/PredictionIO/template-search-results-ranking"
+ description: |-
+ This template rank the search results with a given user\u2019s behavioral history so the top results are most relevant.
+ tags: [unsupervised]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: Category identification
+ repo: "https://github.com/PredictionIO/template-category-identification"
+ description: |-
+ Given a product and its description, this template identifies the category this item belongs to.
+ tags: [classification]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: Smart Categories
+ repo: "https://github.com/PredictionIO/template-smart-categories"
+ description: |-
+ This template ranks the categories for a user.
+ tags: [unsupervised]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: Fake Account Detection
+ repo: "https://github.com/PredictionIO/template-fake-account-detection"
+ description: |-
+ This template detects accounts created with abnormal pattern.
+ tags: [classification]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: Product Trend
+ repo: "https://github.com/PredictionIO/template-product-trend"
+ description: |-
+ This template analyze the user behavior on site to predict the best selling products and trends.
+ tags: [classification]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
+
+- template:
+ name: User Similarity
+ repo: "https://github.com/PredictionIO/template-user-similarity"
+ description: |-
+ This template make recommendation on similar users based on attributes and behavior.
+ tags: [unsupervised]
+ type: "-"
+ language: "-"
+ license: "-"
+ status: requested
+ pio_min_version: "-"
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-<!DOCTYPE html><html><head><title>Welcome to Apache PredictionIO (incubating)!</title><meta charset="utf-8"/><meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta class="swiftype" name="title" data-type="string" content="Welcome to Apache PredictionIO (incubating)!"/><meta name="description" content="Apache PredictionIO (incubating) Open Source Machine Learning Server"/><meta class="swiftype" name="body" data-type="text" content="Apache PredictionIO (incubating) Open Source Machine Learning Server"/><link rel="canonical" href="https://docs.prediction.io/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"/><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/
font-awesome.min.css" rel="stylesheet"/><link href="/stylesheets/application-a2a2f408.css" rel="stylesheet" type="text/css"/><script src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script src="//cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script><script src="//use.typekit.net/pqo0itb.js"></script><script>try{Typekit.load({ async: true });}catch(e){}</script></head><body><div id="global"><header><div class="container" id="header-wrapper"><div class="row"><div class="col-sm-12"><div id="logo-wrapper"><span id="drawer-toggle"></span><a href="#"></a><a href="http://predictionio.incubator.apache.org/"><img alt="PredictionIO" id="logo" src="/images/logos/logo-ee2b9bb3.png"/></a></div><div id="menu-wrapper"><div id="pill-wrapper"><a class="pill left" href="//templates.prediction.io/">TEMPLATES</a> <a class="pill right" href="//github.com/apache/incubator-predictionio/">OPEN SOURCE</a></div></div><img class="mobile-search-bar-t
oggler hidden-md hidden-lg" src="/images/icons/search-glass-704bd4ff.png"/></div></div></div></header><div id="search-bar-row-wrapper"><div class="container-fluid" id="search-bar-row"><div class="row"><div class="col-md-9 col-sm-11 col-xs-11"><div class="hidden-md hidden-lg" id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Welcome to Apache PredictionIO (incubating)</h4></div><h4 class="hidden-sm hidden-xs">PredictionIO Docs</h4></div><div class="col-md-3 col-sm-1 col-xs-1 hidden-md hidden-lg"><img id="left-menu-indicator" src="/images/icons/down-arrow-dfe9f7fe.png"/></div><div class="col-md-3 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" id="st-search-input" class="st-search-input" placeholder="Search Doc..."/></div><img class="swiftype-row
-hider hidden-md hidden-lg" src="/images/icons/drawer-toggle-active-fcbef12a.png"/></form></div></div><div class="mobile-left-menu-toggler hidden-md hidden-lg"></div></div></div></div><div id="page" class="container-fluid"><div class="row"><div id="left-menu-wrapper" class="col-md-3"><nav id="nav-main"><ul><li class="level-1"><a class="expandible active" href="/"><span>Apache PredictionIO (incubating) Documentation</span></a><ul><li class="level-2"><a class="final active" href="/"><span>Welcome to Apache PredictionIO (incubating)</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Started</span></a><ul><li class="level-2"><a class="final" href="/start/"><span>A Quick Intro</span></a></li><li class="level-2"><a class="final" href="/install/"><span>Installing Apache PredictionIO (incubating)</span></a></li><li class="level-2"><a class="final" href="/start/download/"><span>Downloading an Engine Template</span></a></li><li class="level-2"><a class="
final" href="/start/deploy/"><span>Deploying Your First Engine</span></a></li><li class="level-2"><a class="final" href="/start/customize/"><span>Customizing the Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Integrating with Your App</span></a><ul><li class="level-2"><a class="final" href="/appintegration/"><span>App Integration Overview</span></a></li><li class="level-2"><a class="expandible" href="/sdk/"><span>List of SDKs</span></a><ul><li class="level-3"><a class="final" href="/sdk/java/"><span>Java & Android SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/php/"><span>PHP SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/python/"><span>Python SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/ruby/"><span>Ruby SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/community/"><span>Community Powered SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a class="expan
dible" href="#"><span>Deploying an Engine</span></a><ul><li class="level-2"><a class="final" href="/deploy/"><span>Deploying as a Web Service</span></a></li><li class="level-2"><a class="final" href="/cli/#engine-commands"><span>Engine Command-line Interface</span></a></li><li class="level-2"><a class="final" href="/deploy/monitoring/"><span>Monitoring Engine</span></a></li><li class="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting Engine Parameters</span></a></li><li class="level-2"><a class="final" href="/deploy/enginevariants/"><span>Deploying Multiple Engine Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Customizing an Engine</span></a><ul><li class="level-2"><a class="final" href="/customize/"><span>Learning DASE</span></a></li><li class="level-2"><a class="final" href="/customize/dase/"><span>Implement DASE</span></a></li><li class="level-2"><a class="final" href="/customize/troubleshooting/"><span>Troubleshootin
g Engine Development</span></a></li><li class="level-2"><a class="final" href="/api/current/#package"><span>Engine Scala APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Collecting and Analyzing Data</span></a><ul><li class="level-2"><a class="final" href="/datacollection/"><span>Event Server Overview</span></a></li><li class="level-2"><a class="final" href="/cli/#event-server-commands"><span>Event Server Command-line Interface</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventapi/"><span>Collecting Data with REST/SDKs</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li class="level-2"><a class="final" href="/datacollection/webhooks/"><span>Unifying Multichannel Data with Webhooks</span></a></li><li class="level-2"><a class="final" href="/datacollection/channel/"><span>Channel</span></a></li><li class="level-2"><a class="final" href="/datacol
lection/batchimport/"><span>Importing Data in Batch</span></a></li><li class="level-2"><a class="final" href="/datacollection/analytics/"><span>Using Analytics Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Choosing an Algorithm(s)</span></a><ul><li class="level-2"><a class="final" href="/algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to Another Algorithm</span></a></li><li class="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining Multiple Algorithms</span></a></li><li class="level-2"><a class="final" href="/algorithm/custom/"><span>Adding Your Own Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a class="final" href="/evaluation/"><span>Overview</span></a></li><li class="level-2"><a class="final" href="/evaluation/paramtuning/">
<span>Hyperparameter Tuning</span></a></li><li class="level-2"><a class="final" href="/evaluation/evaluationdashboard/"><span>Evaluation Dashboard</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricchoose/"><span>Choosing Evaluation Metrics</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricbuild/"><span>Building Evaluation Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>System Architecture</span></a><ul><li class="level-2"><a class="final" href="/system/"><span>Architecture Overview</span></a></li><li class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using Another Data Store</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li class="level-2"><a class="final" href="http://templates.prediction.io"><span>Browse</span></a></li><li class="level-2"><a class="final" href="/community/submit-template/"><span
>Submit your Engine as a Template</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a class="final" href="/demo/tapster/"><span>Comics Recommendation Demo</span></a></li><li class="level-2"><a class="final" href="/demo/community/"><span>Community Contributed Demo</span></a></li><li class="level-2"><a class="final" href="/demo/textclassification/"><span>Text Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a class="final" href="/community/contribute-code/"><span>Contribute Code</span></a></li><li class="level-2"><a class="final" href="/community/contribute-documentation/"><span>Contribute Documentation</span></a></li><li class="level-2"><a class="final" href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li class="level-2"><a class="final" href="/community/co
ntribute-webhook/"><span>Contribute a Webhook</span></a></li><li class="level-2"><a class="final" href="/community/projects/"><span>Community Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Help</span></a><ul><li class="level-2"><a class="final" href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a class="final" href="/support/"><span>Support</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" href="/resources/intellij/"><span>Developing Engines with IntelliJ IDEA</span></a></li><li class="level-2"><a class="final" href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li class="level-2"><a class="final" href="/resources/glossary/"><span>Glossary</span></a></li></ul></li></ul></nav></div><div class="col-md-9 col-sm-12"><div class="content-header hidden-md hidden-lg"><div id="breadcrumbs" class="hidden-sm hidden
xs"><ul><li><span class="last">Apache PredictionIO (incubating) Documentation</span></li></ul></div><div id="page-title"><h1>Welcome to Apache PredictionIO (incubating)!</h1></div></div><div id="table-of-content-wrapper"><h5>On this page</h5><aside id="table-of-contents"><ul> <li> <a href="#what-is-apache-predictionio-incubating">What is Apache PredictionIO (incubating)?</a> </li> <li> <a href="#release-notes">Release Notes</a> </li> <li> <a href="#licensing">Licensing</a> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/index.html.md.erb"><img src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div class="content-header hidden-sm hidden-xs"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><span class="last">Apache PredictionIO (incubating) Documentation</span></li></ul></div><div id="page-title"><h1>Welcome to Apache PredictionIO (incubating)!</h1></div></div><div clas
s="content"><h2 id='what-is-apache-predictionio-(incubating)?' class='header-anchors'>What is Apache PredictionIO (incubating)?</h2><p>Apache PredictionIO (incubating) is an <strong>open source Machine Learning Server</strong> built on top of state-of-the-art open source stack for developers and data scientists create predictive engines for any machine learning task. It lets you:</p> <ul> <li>quickly build and deploy an engine as a web service on production with <a href="http://templates.prediction.io">customizable templates</a>;</li> <li>respond to dynamic queries in <strong>real-time</strong> once deployed as a web service;</li> <li>evaluate and tune multiple engine variants systematically;</li> <li>unify data from multiple platforms in batch or in real-time for comprehensive predictive analytics;</li> <li>speed up machine learning modeling with systematic processes and pre-built evaluation measures;</li> <li>support machine learning and data processing libraries such as Spark MLL
ib and OpenNLP;</li> <li>implement your own machine learning models and seamlessly incorporate them into your engine;</li> <li>simplify data infrastructure management.</li> </ul> <p>Apache PredictionIO (incubating) can be <a href="/install/">installed</a> as a full machine learning stack, bundled with <strong>Apache Spark</strong>, <strong>MLlib</strong>, <strong>HBase</strong>, <strong>Spray</strong> and <strong>Elasticsearch</strong>, which simplifies and accelerates scalable machine learning infrastructure management.</p> <table><thead> <tr> <th>Getting Started</th> <th>Developer Guides</th> <th>ML Education and Usage</th> <th>PredictionIO SDKs</th> </tr> </thead><tbody> <tr> <td><a href="/start/">Quick Intro</a></td> <td><a href="/system/">System Architecture</a></td> <td><a href="/demo/tapster/">Comics Recommendation</a></td> <td><a href="/sdk/java/">Java</a></td> </tr> <tr> <td><a href="/install/">Installation Guide</a></td> <td><a href="/datacollection/">Event Server Overview
</a></td> <td><a href="/demo/textclassification/">Text Classification</a></td> <td><a href="/sdk/php/">PHP</a></td> </tr> <tr> <td><a href="/start/download/">Downloading Template</a></td> <td><a href="/datacollection/eventapi/">Collecting Data</a></td> <td><a href="/demo/community/">Community Contributed Demo</a></td> <td><a href="/sdk/python/">Python</a></td> </tr> <tr> <td><a href="/start/deploy/">Deploying an Engine</a></td> <td><a href="/customize/">Learning DASE</a></td> <td><a href="/machinelearning/dimensionalityreduction/">Dimensionality Reduction</a></td> <td><a href="/sdk/ruby/">Ruby</a></td> </tr> <tr> <td><a href="/start/customize/">Customizing an Engine</a></td> <td><a href="/customize/dase/">Implementing DASE</a></td> <td></td> <td><a href="/sdk/community/">Community Contributed</a></td> </tr> <tr> <td><a href="/appintegration/">App Integration Overview</a></td> <td><a href="/evaluation/">Evaluation Overview</a></td> <td></td> <td></td> </tr> <tr> <td></td> <td><a href
="/resources/intellij/">Intellij IDEA Guide</a></td> <td></td> <td></td> </tr> <tr> <td></td> <td><a href="/api/current/#package">Scala API</a></td> <td></td> <td></td> </tr> </tbody></table> <h2 id='release-notes' class='header-anchors'>Release Notes</h2><p>A summary of the changes in each release before migrating to Apache Software Foundation are on GitHub <a href="https://github.com/PredictionIO/PredictionIO/blob/master/RELEASE.md">here</a>.</p><h2 id='licensing' class='header-anchors'>Licensing</h2><p>Apache PredictionIO (incubating) is licensed under the Apache License, Version 2.0. See <a href="https://github.com/apache/incubator-predictionio/blob/master/LICENSE.txt">LICENSE</a> for the full license text.</p></div></div></div></div><footer><div class="container"><div class="seperator"></div><div class="row"><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Community</h4><ul><li><a href="//docs.prediction.io/install/" target="blank">Downl
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+<!DOCTYPE html><html><head><title>Welcome to Apache PredictionIO (incubating)!</title><meta charset="utf-8"/><meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta class="swiftype" name="title" data-type="string" content="Welcome to Apache PredictionIO (incubating)!"/><meta name="description" content="Apache PredictionIO (incubating) Open Source Machine Learning Server"/><meta class="swiftype" name="body" data-type="text" content="Apache PredictionIO (incubating) Open Source Machine Learning Server"/><link rel="canonical" href="https://docs.prediction.io/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"/><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/
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oggler hidden-md hidden-lg" src="/images/icons/search-glass-704bd4ff.png"/></div></div></div></header><div id="search-bar-row-wrapper"><div class="container-fluid" id="search-bar-row"><div class="row"><div class="col-md-9 col-sm-11 col-xs-11"><div class="hidden-md hidden-lg" id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Welcome to Apache PredictionIO (incubating)</h4></div><h4 class="hidden-sm hidden-xs">PredictionIO Docs</h4></div><div class="col-md-3 col-sm-1 col-xs-1 hidden-md hidden-lg"><img id="left-menu-indicator" src="/images/icons/down-arrow-dfe9f7fe.png"/></div><div class="col-md-3 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" id="st-search-input" class="st-search-input" placeholder="Search Doc..."/></div><img class="swiftype-row
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final" href="/start/deploy/"><span>Deploying Your First Engine</span></a></li><li class="level-2"><a class="final" href="/start/customize/"><span>Customizing the Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Integrating with Your App</span></a><ul><li class="level-2"><a class="final" href="/appintegration/"><span>App Integration Overview</span></a></li><li class="level-2"><a class="expandible" href="/sdk/"><span>List of SDKs</span></a><ul><li class="level-3"><a class="final" href="/sdk/java/"><span>Java & Android SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/php/"><span>PHP SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/python/"><span>Python SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/ruby/"><span>Ruby SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/community/"><span>Community Powered SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a class="expan
dible" href="#"><span>Deploying an Engine</span></a><ul><li class="level-2"><a class="final" href="/deploy/"><span>Deploying as a Web Service</span></a></li><li class="level-2"><a class="final" href="/cli/#engine-commands"><span>Engine Command-line Interface</span></a></li><li class="level-2"><a class="final" href="/deploy/monitoring/"><span>Monitoring Engine</span></a></li><li class="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting Engine Parameters</span></a></li><li class="level-2"><a class="final" href="/deploy/enginevariants/"><span>Deploying Multiple Engine Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Customizing an Engine</span></a><ul><li class="level-2"><a class="final" href="/customize/"><span>Learning DASE</span></a></li><li class="level-2"><a class="final" href="/customize/dase/"><span>Implement DASE</span></a></li><li class="level-2"><a class="final" href="/customize/troubleshooting/"><span>Troubleshootin
g Engine Development</span></a></li><li class="level-2"><a class="final" href="/api/current/#package"><span>Engine Scala APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Collecting and Analyzing Data</span></a><ul><li class="level-2"><a class="final" href="/datacollection/"><span>Event Server Overview</span></a></li><li class="level-2"><a class="final" href="/cli/#event-server-commands"><span>Event Server Command-line Interface</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventapi/"><span>Collecting Data with REST/SDKs</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li class="level-2"><a class="final" href="/datacollection/webhooks/"><span>Unifying Multichannel Data with Webhooks</span></a></li><li class="level-2"><a class="final" href="/datacollection/channel/"><span>Channel</span></a></li><li class="level-2"><a class="final" href="/datacol
lection/batchimport/"><span>Importing Data in Batch</span></a></li><li class="level-2"><a class="final" href="/datacollection/analytics/"><span>Using Analytics Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Choosing an Algorithm(s)</span></a><ul><li class="level-2"><a class="final" href="/algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to Another Algorithm</span></a></li><li class="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining Multiple Algorithms</span></a></li><li class="level-2"><a class="final" href="/algorithm/custom/"><span>Adding Your Own Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a class="final" href="/evaluation/"><span>Overview</span></a></li><li class="level-2"><a class="final" href="/evaluation/paramtuning/">
<span>Hyperparameter Tuning</span></a></li><li class="level-2"><a class="final" href="/evaluation/evaluationdashboard/"><span>Evaluation Dashboard</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricchoose/"><span>Choosing Evaluation Metrics</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricbuild/"><span>Building Evaluation Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>System Architecture</span></a><ul><li class="level-2"><a class="final" href="/system/"><span>Architecture Overview</span></a></li><li class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using Another Data Store</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li class="level-2"><a class="final" href="/gallery/template-gallery/"><span>Browse</span></a></li><li class="level-2"><a class="final" href="/community/submit-template/"><span>Sub
mit your Engine as a Template</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a class="final" href="/demo/tapster/"><span>Comics Recommendation Demo</span></a></li><li class="level-2"><a class="final" href="/demo/community/"><span>Community Contributed Demo</span></a></li><li class="level-2"><a class="final" href="/demo/textclassification/"><span>Text Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a class="final" href="/community/contribute-code/"><span>Contribute Code</span></a></li><li class="level-2"><a class="final" href="/community/contribute-documentation/"><span>Contribute Documentation</span></a></li><li class="level-2"><a class="final" href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li class="level-2"><a class="final" href="/community/contri
bute-webhook/"><span>Contribute a Webhook</span></a></li><li class="level-2"><a class="final" href="/community/projects/"><span>Community Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Help</span></a><ul><li class="level-2"><a class="final" href="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a class="final" href="/support/"><span>Support</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" href="/resources/intellij/"><span>Developing Engines with IntelliJ IDEA</span></a></li><li class="level-2"><a class="final" href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li class="level-2"><a class="final" href="/resources/glossary/"><span>Glossary</span></a></li></ul></li></ul></nav></div><div class="col-md-9 col-sm-12"><div class="content-header hidden-md hidden-lg"><div id="breadcrumbs" class="hidden-sm hidden xs"
><ul><li><span class="last">Apache PredictionIO (incubating) Documentation</span></li></ul></div><div id="page-title"><h1>Welcome to Apache PredictionIO (incubating)!</h1></div></div><div id="table-of-content-wrapper"><h5>On this page</h5><aside id="table-of-contents"><ul> <li> <a href="#what-is-apache-predictionio-incubating">What is Apache PredictionIO (incubating)?</a> </li> <li> <a href="#release-notes">Release Notes</a> </li> <li> <a href="#licensing">Licensing</a> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/source/index.html.md.erb"><img src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div class="content-header hidden-sm hidden-xs"><div id="breadcrumbs" class="hidden-sm hidden xs"><ul><li><span class="last">Apache PredictionIO (incubating) Documentation</span></li></ul></div><div id="page-title"><h1>Welcome to Apache PredictionIO (incubating)!</h1></div></div><div class="c
ontent"><h2 id='what-is-apache-predictionio-(incubating)?' class='header-anchors'>What is Apache PredictionIO (incubating)?</h2><p>Apache PredictionIO (incubating) is an <strong>open source Machine Learning Server</strong> built on top of state-of-the-art open source stack for developers and data scientists create predictive engines for any machine learning task. It lets you:</p> <ul> <li>quickly build and deploy an engine as a web service on production with <a href="http://templates.prediction.io">customizable templates</a>;</li> <li>respond to dynamic queries in <strong>real-time</strong> once deployed as a web service;</li> <li>evaluate and tune multiple engine variants systematically;</li> <li>unify data from multiple platforms in batch or in real-time for comprehensive predictive analytics;</li> <li>speed up machine learning modeling with systematic processes and pre-built evaluation measures;</li> <li>support machine learning and data processing libraries such as Spark MLLib a
nd OpenNLP;</li> <li>implement your own machine learning models and seamlessly incorporate them into your engine;</li> <li>simplify data infrastructure management.</li> </ul> <p>Apache PredictionIO (incubating) can be <a href="/install/">installed</a> as a full machine learning stack, bundled with <strong>Apache Spark</strong>, <strong>MLlib</strong>, <strong>HBase</strong>, <strong>Spray</strong> and <strong>Elasticsearch</strong>, which simplifies and accelerates scalable machine learning infrastructure management.</p> <table><thead> <tr> <th>Getting Started</th> <th>Developer Guides</th> <th>ML Education and Usage</th> <th>PredictionIO SDKs</th> </tr> </thead><tbody> <tr> <td><a href="/start/">Quick Intro</a></td> <td><a href="/system/">System Architecture</a></td> <td><a href="/demo/tapster/">Comics Recommendation</a></td> <td><a href="/sdk/java/">Java</a></td> </tr> <tr> <td><a href="/install/">Installation Guide</a></td> <td><a href="/datacollection/">Event Server Overview</a>
</td> <td><a href="/demo/textclassification/">Text Classification</a></td> <td><a href="/sdk/php/">PHP</a></td> </tr> <tr> <td><a href="/start/download/">Downloading Template</a></td> <td><a href="/datacollection/eventapi/">Collecting Data</a></td> <td><a href="/demo/community/">Community Contributed Demo</a></td> <td><a href="/sdk/python/">Python</a></td> </tr> <tr> <td><a href="/start/deploy/">Deploying an Engine</a></td> <td><a href="/customize/">Learning DASE</a></td> <td><a href="/machinelearning/dimensionalityreduction/">Dimensionality Reduction</a></td> <td><a href="/sdk/ruby/">Ruby</a></td> </tr> <tr> <td><a href="/start/customize/">Customizing an Engine</a></td> <td><a href="/customize/dase/">Implementing DASE</a></td> <td></td> <td><a href="/sdk/community/">Community Contributed</a></td> </tr> <tr> <td><a href="/appintegration/">App Integration Overview</a></td> <td><a href="/evaluation/">Evaluation Overview</a></td> <td></td> <td></td> </tr> <tr> <td></td> <td><a href="/r
esources/intellij/">Intellij IDEA Guide</a></td> <td></td> <td></td> </tr> <tr> <td></td> <td><a href="/api/current/#package">Scala API</a></td> <td></td> <td></td> </tr> </tbody></table> <h2 id='release-notes' class='header-anchors'>Release Notes</h2><p>A summary of the changes in each release before migrating to Apache Software Foundation are on GitHub <a href="https://github.com/PredictionIO/PredictionIO/blob/master/RELEASE.md">here</a>.</p><h2 id='licensing' class='header-anchors'>Licensing</h2><p>Apache PredictionIO (incubating) is licensed under the Apache License, Version 2.0. See <a href="https://github.com/apache/incubator-predictionio/blob/master/LICENSE.txt">LICENSE</a> for the full license text.</p></div></div></div></div><footer><div class="container"><div class="seperator"></div><div class="row"><div class="col-md-6 col-xs-6 footer-link-column"><div class="footer-link-column-row"><h4>Community</h4><ul><li><a href="//docs.prediction.io/install/" target="blank">Download<
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-<!DOCTYPE html><html><head><title>Changing Data Store</title><meta charset="utf-8"/><meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta class="swiftype" name="title" data-type="string" content="Changing Data Store"/><link rel="canonical" href="https://docs.prediction.io/install/config-datastore/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"/><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" rel="stylesheet"/><link href="/stylesheets/application-a2a2f408.css" rel="stylesheet" type="text/css"/><script src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script src="//cdn.mathjax.org/mathjax/latest/Ma
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md hidden-lg" id="mobile-page-heading-wrapper"><p>PredictionIO Docs</p><h4>Changing Data Store</h4></div><h4 class="hidden-sm hidden-xs">PredictionIO Docs</h4></div><div class="col-md-3 col-sm-1 col-xs-1 hidden-md hidden-lg"><img id="left-menu-indicator" src="/images/icons/down-arrow-dfe9f7fe.png"/></div><div class="col-md-3 col-sm-12 col-xs-12 swiftype-wrapper"><div class="swiftype"><form class="search-form"><img class="search-box-toggler hidden-xs hidden-sm" src="/images/icons/search-glass-704bd4ff.png"/><div class="search-box"><img src="/images/icons/search-glass-704bd4ff.png"/><input type="text" id="st-search-input" class="st-search-input" placeholder="Search Doc..."/></div><img class="swiftype-row-hider hidden-md hidden-lg" src="/images/icons/drawer-toggle-active-fcbef12a.png"/></form></div></div><div class="mobile-left-menu-toggler hidden-md hidden-lg"></div></div></div></div><div id="page" class="container-fluid"><div class="row"><div id="left-menu-wrapper" class="col-md-3"><
nav id="nav-main"><ul><li class="level-1"><a class="expandible" href="/"><span>Apache PredictionIO (incubating) Documentation</span></a><ul><li class="level-2"><a class="final" href="/"><span>Welcome to Apache PredictionIO (incubating)</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Started</span></a><ul><li class="level-2"><a class="final" href="/start/"><span>A Quick Intro</span></a></li><li class="level-2"><a class="final" href="/install/"><span>Installing Apache PredictionIO (incubating)</span></a></li><li class="level-2"><a class="final" href="/start/download/"><span>Downloading an Engine Template</span></a></li><li class="level-2"><a class="final" href="/start/deploy/"><span>Deploying Your First Engine</span></a></li><li class="level-2"><a class="final" href="/start/customize/"><span>Customizing the Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Integrating with Your App</span></a><ul><li class
="level-2"><a class="final" href="/appintegration/"><span>App Integration Overview</span></a></li><li class="level-2"><a class="expandible" href="/sdk/"><span>List of SDKs</span></a><ul><li class="level-3"><a class="final" href="/sdk/java/"><span>Java & Android SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/php/"><span>PHP SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/python/"><span>Python SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/ruby/"><span>Ruby SDK</span></a></li><li class="level-3"><a class="final" href="/sdk/community/"><span>Community Powered SDKs</span></a></li></ul></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Deploying an Engine</span></a><ul><li class="level-2"><a class="final" href="/deploy/"><span>Deploying as a Web Service</span></a></li><li class="level-2"><a class="final" href="/cli/#engine-commands"><span>Engine Command-line Interface</span></a></li><li class="level-2"><a cla
ss="final" href="/deploy/monitoring/"><span>Monitoring Engine</span></a></li><li class="level-2"><a class="final" href="/deploy/engineparams/"><span>Setting Engine Parameters</span></a></li><li class="level-2"><a class="final" href="/deploy/enginevariants/"><span>Deploying Multiple Engine Variants</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Customizing an Engine</span></a><ul><li class="level-2"><a class="final" href="/customize/"><span>Learning DASE</span></a></li><li class="level-2"><a class="final" href="/customize/dase/"><span>Implement DASE</span></a></li><li class="level-2"><a class="final" href="/customize/troubleshooting/"><span>Troubleshooting Engine Development</span></a></li><li class="level-2"><a class="final" href="/api/current/#package"><span>Engine Scala APIs</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Collecting and Analyzing Data</span></a><ul><li class="level-2"><a class="final" href="/data
collection/"><span>Event Server Overview</span></a></li><li class="level-2"><a class="final" href="/cli/#event-server-commands"><span>Event Server Command-line Interface</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventapi/"><span>Collecting Data with REST/SDKs</span></a></li><li class="level-2"><a class="final" href="/datacollection/eventmodel/"><span>Events Modeling</span></a></li><li class="level-2"><a class="final" href="/datacollection/webhooks/"><span>Unifying Multichannel Data with Webhooks</span></a></li><li class="level-2"><a class="final" href="/datacollection/channel/"><span>Channel</span></a></li><li class="level-2"><a class="final" href="/datacollection/batchimport/"><span>Importing Data in Batch</span></a></li><li class="level-2"><a class="final" href="/datacollection/analytics/"><span>Using Analytics Tools</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Choosing an Algorithm(s)</span></a><ul><li class="le
vel-2"><a class="final" href="/algorithm/"><span>Built-in Algorithm Libraries</span></a></li><li class="level-2"><a class="final" href="/algorithm/switch/"><span>Switching to Another Algorithm</span></a></li><li class="level-2"><a class="final" href="/algorithm/multiple/"><span>Combining Multiple Algorithms</span></a></li><li class="level-2"><a class="final" href="/algorithm/custom/"><span>Adding Your Own Algorithms</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>ML Tuning and Evaluation</span></a><ul><li class="level-2"><a class="final" href="/evaluation/"><span>Overview</span></a></li><li class="level-2"><a class="final" href="/evaluation/paramtuning/"><span>Hyperparameter Tuning</span></a></li><li class="level-2"><a class="final" href="/evaluation/evaluationdashboard/"><span>Evaluation Dashboard</span></a></li><li class="level-2"><a class="final" href="/evaluation/metricchoose/"><span>Choosing Evaluation Metrics</span></a></li><li class="level-2"
><a class="final" href="/evaluation/metricbuild/"><span>Building Evaluation Metrics</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>System Architecture</span></a><ul><li class="level-2"><a class="final" href="/system/"><span>Architecture Overview</span></a></li><li class="level-2"><a class="final" href="/system/anotherdatastore/"><span>Using Another Data Store</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Engine Template Gallery</span></a><ul><li class="level-2"><a class="final" href="http://templates.prediction.io"><span>Browse</span></a></li><li class="level-2"><a class="final" href="/community/submit-template/"><span>Submit your Engine as a Template</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Demo Tutorials</span></a><ul><li class="level-2"><a class="final" href="/demo/tapster/"><span>Comics Recommendation Demo</span></a></li><li class="level-2"><a class="final" href="/demo
/community/"><span>Community Contributed Demo</span></a></li><li class="level-2"><a class="final" href="/demo/textclassification/"><span>Text Classification Engine Tutorial</span></a></li></ul></li><li class="level-1"><a class="expandible" href="/community/"><span>Getting Involved</span></a><ul><li class="level-2"><a class="final" href="/community/contribute-code/"><span>Contribute Code</span></a></li><li class="level-2"><a class="final" href="/community/contribute-documentation/"><span>Contribute Documentation</span></a></li><li class="level-2"><a class="final" href="/community/contribute-sdk/"><span>Contribute a SDK</span></a></li><li class="level-2"><a class="final" href="/community/contribute-webhook/"><span>Contribute a Webhook</span></a></li><li class="level-2"><a class="final" href="/community/projects/"><span>Community Projects</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Help</span></a><ul><li class="level-2"><a class="final" hre
f="/resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a class="final" href="/support/"><span>Support</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" href="/resources/intellij/"><span>Developing Engines with IntelliJ IDEA</span></a></li><li class="level-2"><a class="final" href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li class="level-2"><a class="final" href="/resources/glossary/"><span>Glossary</span></a></li></ul></li></ul></nav></div><div class="col-md-9 col-sm-12"><div class="content-header hidden-md hidden-lg"><div id="page-title"><h1>Changing Data Store</h1></div></div><div id="table-of-content-wrapper"><h5>On this page</h5><aside id="table-of-contents"><ul> <li> <a href="#changing-storage-setup">Changing Storage Setup</a> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual
/source/install/config-datastore.html.md"><img src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div class="content-header hidden-sm hidden-xs"><div id="page-title"><h1>Changing Data Store</h1></div></div><div class="content"><h1 id='changing-storage-setup' class='header-anchors'>Changing Storage Setup</h1><p>PredictionIO relies on a data store to store its metadata. At the moment, PredictionIO's storage layer supports <a href="http://www.elasticsearch.org/">Elasticsearch</a>. Make sure you have it running and functioning properly on your computer.</p> <ol> <li><p>If you are using Elasticsearch at the localhost and its default settings, you may stop here.</p></li> <li><p>Otherwise, change the following in <code>conf/pio-env.sh</code> to fit your setup.</p></li> </ol> <div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1
+<!DOCTYPE html><html><head><title>Changing Data Store</title><meta charset="utf-8"/><meta content="IE=edge,chrome=1" http-equiv="X-UA-Compatible"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><meta class="swiftype" name="title" data-type="string" content="Changing Data Store"/><link rel="canonical" href="https://docs.prediction.io/install/config-datastore/"/><link href="/images/favicon/normal-b330020a.png" rel="shortcut icon"/><link href="/images/favicon/apple-c0febcf2.png" rel="apple-touch-icon"/><link href="//fonts.googleapis.com/css?family=Open+Sans:300italic,400italic,600italic,700italic,800italic,400,300,600,700,800" rel="stylesheet"/><link href="//maxcdn.bootstrapcdn.com/font-awesome/4.2.0/css/font-awesome.min.css" rel="stylesheet"/><link href="/stylesheets/application-a2a2f408.css" rel="stylesheet" type="text/css"/><script src="//cdnjs.cloudflare.com/ajax/libs/html5shiv/3.7.2/html5shiv.min.js"></script><script src="//cdn.mathjax.org/mathjax/latest/Ma
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nav id="nav-main"><ul><li class="level-1"><a class="expandible" href="/"><span>Apache PredictionIO (incubating) Documentation</span></a><ul><li class="level-2"><a class="final" href="/"><span>Welcome to Apache PredictionIO (incubating)</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Getting Started</span></a><ul><li class="level-2"><a class="final" href="/start/"><span>A Quick Intro</span></a></li><li class="level-2"><a class="final" href="/install/"><span>Installing Apache PredictionIO (incubating)</span></a></li><li class="level-2"><a class="final" href="/start/download/"><span>Downloading an Engine Template</span></a></li><li class="level-2"><a class="final" href="/start/deploy/"><span>Deploying Your First Engine</span></a></li><li class="level-2"><a class="final" href="/start/customize/"><span>Customizing the Engine</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Integrating with Your App</span></a><ul><li class
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resources/faq/"><span>FAQs</span></a></li><li class="level-2"><a class="final" href="/support/"><span>Support</span></a></li></ul></li><li class="level-1"><a class="expandible" href="#"><span>Resources</span></a><ul><li class="level-2"><a class="final" href="/resources/intellij/"><span>Developing Engines with IntelliJ IDEA</span></a></li><li class="level-2"><a class="final" href="/resources/upgrade/"><span>Upgrade Instructions</span></a></li><li class="level-2"><a class="final" href="/resources/glossary/"><span>Glossary</span></a></li></ul></li></ul></nav></div><div class="col-md-9 col-sm-12"><div class="content-header hidden-md hidden-lg"><div id="page-title"><h1>Changing Data Store</h1></div></div><div id="table-of-content-wrapper"><h5>On this page</h5><aside id="table-of-contents"><ul> <li> <a href="#changing-storage-setup">Changing Storage Setup</a> </li> </ul> </aside><hr/><a id="edit-page-link" href="https://github.com/apache/incubator-predictionio/tree/livedoc/docs/manual/sou
rce/install/config-datastore.html.md"><img src="/images/icons/edit-pencil-d6c1bb3d.png"/>Edit this page</a></div><div class="content-header hidden-sm hidden-xs"><div id="page-title"><h1>Changing Data Store</h1></div></div><div class="content"><h1 id='changing-storage-setup' class='header-anchors'>Changing Storage Setup</h1><p>PredictionIO relies on a data store to store its metadata. At the moment, PredictionIO's storage layer supports <a href="http://www.elasticsearch.org/">Elasticsearch</a>. Make sure you have it running and functioning properly on your computer.</p> <ol> <li><p>If you are using Elasticsearch at the localhost and its default settings, you may stop here.</p></li> <li><p>Otherwise, change the following in <code>conf/pio-env.sh</code> to fit your setup.</p></li> </ol> <div class="highlight shell"><table style="border-spacing: 0"><tbody><tr><td class="gutter gl" style="text-align: right"><pre class="lineno">1
2
3</pre></td><td class="code"><pre> <span class="nv">PIO_STORAGE_SOURCES_ELASTICSEARCH_TYPE</span><span class="o">=</span>elasticsearch
<span class="nv">PIO_STORAGE_SOURCES_ELASTICSEARCH_HOSTS</span><span class="o">=</span>localhost
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