http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/recommenders/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/recommenders/index.html b/docs/latest/algorithms/recommenders/index.html new file mode 100644 index 0000000..ef22741 --- /dev/null +++ b/docs/latest/algorithms/recommenders/index.html @@ -0,0 +1,236 @@ +<!DOCTYPE html> +<html lang=" en "> + +<head> + <meta charset="utf-8"> + <meta http-equiv="X-UA-Compatible" content="IE=edge"> + <meta name="viewport" content="width=device-width, initial-scale=1"> + + <title> + Recommender Overview + + </title> + + <meta name="description" content="Distributed Linear Algebra"> + + <link rel="stylesheet" href="/assets/css/main.css"> + + <!-- Font Awesome --> + <link href="https://maxcdn.bootstrapcdn.com/font-awesome/4.7.0/css/font-awesome.min.css" rel="stylesheet" integrity="sha384-wvfXpqpZZVQGK6TAh5PVlGOfQNHSoD2xbE+QkPxCAFlNEevoEH3Sl0sibVcOQVnN" crossorigin="anonymous"> + + <!-- Google Fonts --> + <link href="https://fonts.googleapis.com/css?family=Maven+Pro:400,500" rel="stylesheet"> + <link href="https://fonts.googleapis.com/css?family=Muli:400,400i,700,700i" rel="stylesheet"> + + <link rel="canonical" href="http://mahout.apache.org//docs/latest/algorithms/recommenders/"> + <link rel="alternate" type="application/rss+xml" title="Apache Mahout" href="/%20/feed.xml"> + + +</head> + +<script> + (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ + (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), + m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) + })(window,document,'script','//www.google-analytics.com/analytics.js','ga'); + + ga('create', 'UA-98314020-1', 'auto'); + ga('send', 'pageview'); +</script> +<body> + + <nav class="navbar navbar-expand-lg navbar-light bg-light navbar-mahout"> + + <div class="container"> + + <a class="navbar-brand" href="/"> + <img src="/assets/mahout-logo-blue.svg" alt=""> + </a> + + <button class="navbar-toggler" type="button" data-toggle="collapse" data-target="#navbarSupportedContent" aria-controls="navbarSupportedContent" aria-expanded="false" aria-label="Toggle navigation"> + <span class="navbar-toggler-icon"></span> + </button> + + <div class="collapse navbar-collapse" id="navbarSupportedContent"> + + <ul class="navbar-nav ml-auto"> + + <!-- Download --> + <li class="nav-item"> + <a class="nav-link" href="/general/downloads">Download</a> + </li> + + <li class="nav-item"> + <a class="nav-link" href="/docs/latest/index.html">Overview</a> + </li> + + <!-- Algorithms (Samsara / MR) --> + <li class="nav-item dropdown"> + <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a> + <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> + <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a> + <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> + <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> + <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> + <div class="dropdown-divider"></div> + <h6 class="dropdown-header">Deprecated</h6> + <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> + </div> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!-- + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <li role="separator" class="divider"></li> + <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> + + --> + </li> + <!-- Algorithms (Samsara / MR) --> + <li class="nav-item dropdown"> + <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Algorithms</a> + <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> + <a class="dropdown-item" href="/docs/latest/algorithms/linear-algebra">Distributed Linear Algebra</a> + <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> + <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> + <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> + <div class="dropdown-divider"></div> + <h6 class="dropdown-header">Deprecated</h6> + <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> + </div> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!-- + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <li role="separator" class="divider"></li> + <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> + --> + </li> + + <!-- Developers --> + <li class="nav-item dropdown"> + <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Developers</a> + <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> + <a class="dropdown-item" href="/developers/developer-resources.html">Developer Resources</a> + <a class="dropdown-item" href="/developers/buildingmahout">Building Mahout from Source</a> + <a class="dropdown-item" href="/developers/issue-tracker">Issues Tracking (JIRA)</a> + <!-- <a class="dropdown-item" href="/developers/patch-check-list/">Patch Check List</a> going to github template --> + <!-- <a class="dropdown-item" href="/developers/reference/">References</a> a lot of overlap with books, talks, etc. page --> + <a class="dropdown-item" href="/developers/release-notes/">Release Notes</a> + <!-- <a class="dropdown-item" href="/developers/thirdparty-dependencies/">Third Party Dependencies</a> is our site the reasonable place for this? 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--> + <!-- <a class="dropdown-item" href="/community/mahout-wiki/">Mahout Wiki</a> at very least needs links cleanedup - do we still want this even?--> + <a class="dropdown-item" href="/general/mailing-lists">Mailing Lists</a> + <!-- Clean and pretty --> + <!-- <a class="dropdown-item" href="/community/powered-by-mahout/">Powered By Mahout</a> needs update --> + <a class="dropdown-item" href="/general/privacy-policy">Privacy Policy</a> + <!-- <a class="dropdown-item" href="/community/professional-support/">Professional Support</a> update if we even want to keep --> + <a class="dropdown-item" href="/general/who-we-are">Who We Are</a> + <!-- nikolai needs to add himself --> + </div> + </li> + + <!-- GitHub --> + <li class="nav-item"> + <a class="nav-link" href="http://github.com/apache/mahout"><i class="fa fa-github"></i></a> + </li> + + </ul> + + <!-- <form class="form-inline my-2 my-lg-0"> + <input class="form-control mr-sm-2" type="text" placeholder="Search" aria-label="Search"> + <button class="btn btn-outline-success my-2 my-sm-0" type="submit">Search</button> + </form> --> + + </div> + + </div> + +</nav> + + + <h1 id="recommender-overview">Recommender Overview</h1> + +<p>Recommenders have changed over the years. Mahout contains a long list of them, which you can still use. However in about 2013 there was a revolution in recommenders, which favored what we might call âMultimodalâ, meaning they could take in data of all sortsâbasically anything we might think was an indicator of user taste. The new Samsara algorithm, called Correlated Cross-Occurrence (CCO) is just such a next gen recommender algorithm but Mahout-Samsara only implements the model building part. This can be integrated as the user see fit and the rest of this doc will explain how.</p> + +<h2 id="turnkey-implementation">Turnkey Implementation</h2> + +<p>If you are looking for an end-to-end OSS recommender based on the Mahout CCO algorithm have a look at <a href="https://github.com/actionml/universal-recommender">The Universal Recommender</a>, which is implemented using <a href="http://predictionio.apache.org/">Apache PredictionIO</a>. See instructions for <a href="http://actionml.com/docs/pio_by_actionml">installation here</a>. There is even an AWS AMI for convenience (this is a for-pay option)</p> + +<h2 id="build-your-own-integration">Build Your Own Integration</h2> + +<p>To get the most out of our more modern CCO algorithm weâll need to think of the Recommender as a âmodel creationâ componentâsupplied by Mahoutâs new spark-itemsimilarity job, and a âservingâ componentâsupplied by a modern scalable search engine, like Solr or Elasticsearch. Here we describe a loose integration that does not require using Mahout as a library, it uses Mahoutâs command line interface. This is clearly not the best but allows one to experiments and get a real recommender running easily.</p> + +<p><img src="http://i.imgur.com/fliHMBo.png" alt="image" /></p> + +<p>To integrate with your application you will collect user interactions storing them in a DB and also in a from usable by Mahout. The simplest way to do this is to log user interactions to csv files (user-id, item-id). The DB should be setup to contain the last n user interactions, which will form part of the query for recommendations.</p> + +<p>Mahoutâs spark-itemsimilarity will create a table of (item-id, list-of-similar-items) in csv form. Think of this as an item collection with one field containing the item-ids of similar items. Index this with your search engine.</p> + +<p>When your application needs recommendations for a specific person, get the latest user history of interactions from the DB and query the indicator collection with this history. You will get back an ordered list of item-ids. These are your recommendations. You may wish to filter out any that the user has already seen but that will depend on your use case.</p> + +<p>All ids for users and items are preserved as string tokens and so work as an external key in DBs or as doc ids for search engines, they also work as tokens for search queries.</p> + +<h2 id="references">References</h2> + +<ol> + <li>A free ebook, which talks about the general idea: <a href="https://www.mapr.com/practical-machine-learning">Practical Machine Learning</a></li> + <li>A slide deck, which talks about mixing actions or other indicators: <a href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/">Creating a Multimodal Recommender with Mahout and a Search Engine</a></li> + <li>Two blog posts: <a href="http://occamsmachete.com/ml/2014/08/11/mahout-on-spark-whats-new-in-recommenders/">Whatâs New in Recommenders: part #1</a> +and <a href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-in-recommenders-part-2/">Whatâs New in Recommenders: part #2</a></li> + <li>A post describing the loglikelihood ratio: <a href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html">Surprise and Coinsidense</a> LLR is used to reduce noise in the data while keeping the calculations O(n) complexity.</li> +</ol> + +<h2 id="mahout-model-creation">Mahout Model Creation</h2> + +<p>See the page describing <a href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html"><em>spark-itemsimilarity</em></a> for more details.</p> + + + <footer class="footer bg-light"> + <div class="container text-center small"> + Copyright © 2014-2018 The Apache Software Foundation, Licensed under the Apache License, Version 2.0. + </div> +</footer> + + <script src="/assets/vendor/jquery/jquery-slim.min.js"></script> + <script src="/assets/vendor/popper/popper.min.js"></script> + <script src="/assets/vendor/bootstrap/js/bootstrap.min.js"></script> + <script src="/assets/header.js"></script> + <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML" type="text/javascript"></script> + +</body> + +</html>
http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/fittness-tests.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/regression/fittness-tests.html b/docs/latest/algorithms/regression/fittness-tests.html index fffa770..d9c8653 100644 --- a/docs/latest/algorithms/regression/fittness-tests.html +++ b/docs/latest/algorithms/regression/fittness-tests.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/regression/index.html b/docs/latest/algorithms/regression/index.html index 78f2f31..98b492b 100644 --- a/docs/latest/algorithms/regression/index.html +++ b/docs/latest/algorithms/regression/index.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/ols.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/regression/ols.html b/docs/latest/algorithms/regression/ols.html index 04b7264..c9917f5 100644 --- a/docs/latest/algorithms/regression/ols.html +++ b/docs/latest/algorithms/regression/ols.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html b/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html index 6a7470d..82b17dc 100644 --- a/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html +++ b/docs/latest/algorithms/regression/serial-correlation/cochrane-orcutt.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/regression/serial-correlation/dw-test.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/regression/serial-correlation/dw-test.html b/docs/latest/algorithms/regression/serial-correlation/dw-test.html index 3ba53ff..9f0d086 100644 --- a/docs/latest/algorithms/regression/serial-correlation/dw-test.html +++ b/docs/latest/algorithms/regression/serial-correlation/dw-test.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/algorithms/template.html ---------------------------------------------------------------------- diff --git a/docs/latest/algorithms/template.html b/docs/latest/algorithms/template.html index 87ab204..6e0e58c 100644 --- a/docs/latest/algorithms/template.html +++ b/docs/latest/algorithms/template.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/distributed/flink-bindings.html ---------------------------------------------------------------------- diff --git a/docs/latest/distributed/flink-bindings.html b/docs/latest/distributed/flink-bindings.html index c3a7a50..9ef4a86 100644 --- a/docs/latest/distributed/flink-bindings.html +++ b/docs/latest/distributed/flink-bindings.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/distributed/h2o-internals.html ---------------------------------------------------------------------- diff --git a/docs/latest/distributed/h2o-internals.html b/docs/latest/distributed/h2o-internals.html index 94aea70..b489578 100644 --- a/docs/latest/distributed/h2o-internals.html +++ b/docs/latest/distributed/h2o-internals.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/distributed/spark-bindings/faq.html ---------------------------------------------------------------------- diff --git a/docs/latest/distributed/spark-bindings/faq.html b/docs/latest/distributed/spark-bindings/faq.html index 3632e14..89a26d3 100644 --- a/docs/latest/distributed/spark-bindings/faq.html +++ b/docs/latest/distributed/spark-bindings/faq.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/distributed/spark-bindings/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/distributed/spark-bindings/index.html b/docs/latest/distributed/spark-bindings/index.html index 5a86a34..2188276 100644 --- a/docs/latest/distributed/spark-bindings/index.html +++ b/docs/latest/distributed/spark-bindings/index.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/index.html b/docs/latest/index.html index 0514d2f..b5a793f 100644 --- a/docs/latest/index.html +++ b/docs/latest/index.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/mahout-samsara/faq.html ---------------------------------------------------------------------- diff --git a/docs/latest/mahout-samsara/faq.html b/docs/latest/mahout-samsara/faq.html index 949b81d..f2baedd 100644 --- a/docs/latest/mahout-samsara/faq.html +++ b/docs/latest/mahout-samsara/faq.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/mahout-samsara/in-core-reference.html ---------------------------------------------------------------------- diff --git a/docs/latest/mahout-samsara/in-core-reference.html b/docs/latest/mahout-samsara/in-core-reference.html index b06de0d..d570996 100644 --- a/docs/latest/mahout-samsara/in-core-reference.html +++ b/docs/latest/mahout-samsara/in-core-reference.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/mahout-samsara/out-of-core-reference.html ---------------------------------------------------------------------- diff --git a/docs/latest/mahout-samsara/out-of-core-reference.html b/docs/latest/mahout-samsara/out-of-core-reference.html index d77131a..b14ef17 100644 --- a/docs/latest/mahout-samsara/out-of-core-reference.html +++ b/docs/latest/mahout-samsara/out-of-core-reference.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/native-solvers/cuda.html ---------------------------------------------------------------------- diff --git a/docs/latest/native-solvers/cuda.html b/docs/latest/native-solvers/cuda.html index eb8425b..8e47469 100644 --- a/docs/latest/native-solvers/cuda.html +++ b/docs/latest/native-solvers/cuda.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/native-solvers/viennacl-omp.html ---------------------------------------------------------------------- diff --git a/docs/latest/native-solvers/viennacl-omp.html b/docs/latest/native-solvers/viennacl-omp.html index f03a141..e8c4a58 100644 --- a/docs/latest/native-solvers/viennacl-omp.html +++ b/docs/latest/native-solvers/viennacl-omp.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/native-solvers/viennacl.html ---------------------------------------------------------------------- diff --git a/docs/latest/native-solvers/viennacl.html b/docs/latest/native-solvers/viennacl.html index 87152f7..218e55d 100644 --- a/docs/latest/native-solvers/viennacl.html +++ b/docs/latest/native-solvers/viennacl.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/quickstart.html ---------------------------------------------------------------------- diff --git a/docs/latest/quickstart.html b/docs/latest/quickstart.html index 3720462..83f7e4e 100644 --- a/docs/latest/quickstart.html +++ b/docs/latest/quickstart.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/cco-lastfm/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/tutorials/cco-lastfm/index.html b/docs/latest/tutorials/cco-lastfm/index.html index 330ee11..ab563e5 100644 --- a/docs/latest/tutorials/cco-lastfm/index.html +++ b/docs/latest/tutorials/cco-lastfm/index.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/eigenfaces/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/tutorials/eigenfaces/index.html b/docs/latest/tutorials/eigenfaces/index.html index 81398c2..543e352 100644 --- a/docs/latest/tutorials/eigenfaces/index.html +++ b/docs/latest/tutorials/eigenfaces/index.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/intro-cooccurrence-spark/index.html ---------------------------------------------------------------------- diff --git a/docs/latest/tutorials/intro-cooccurrence-spark/index.html b/docs/latest/tutorials/intro-cooccurrence-spark/index.html index 46a6a20..73c1be1 100644 --- a/docs/latest/tutorials/intro-cooccurrence-spark/index.html +++ b/docs/latest/tutorials/intro-cooccurrence-spark/index.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.html ---------------------------------------------------------------------- diff --git a/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.html b/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.html index 097ad0a..1b4a80e 100644 --- a/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.html +++ b/docs/latest/tutorials/map-reduce/classification/bankmarketing-example.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li> http://git-wip-us.apache.org/repos/asf/mahout/blob/a9262d54/docs/latest/tutorials/map-reduce/classification/breiman-example.html ---------------------------------------------------------------------- diff --git a/docs/latest/tutorials/map-reduce/classification/breiman-example.html b/docs/latest/tutorials/map-reduce/classification/breiman-example.html index 7e3d92f..69a366e 100644 --- a/docs/latest/tutorials/map-reduce/classification/breiman-example.html +++ b/docs/latest/tutorials/map-reduce/classification/breiman-example.html @@ -78,7 +78,7 @@ <a class="nav-link dropdown-toggle" href="" id="navbarDropdownMenuLink" data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Tutorial</a> <div class="dropdown-menu" aria-labelledby="navbarDropdownMenuLink"> <div class="dropdown-divider"></div> - <h6 class="dropdown-header">Reccomenders</h6> + <h6 class="dropdown-header">Recommenders</h6> <a class="dropdown-item" href="/docs/latest/tutorials/cco-lastfm">CCO Example with Last.FM Data</a> <a class="dropdown-item" href="/docs/latest/tutorials/intro-cooccurrence-spark">Introduction to Cooccurrence in Spark</a> <div class="dropdown-divider"></div> @@ -107,14 +107,14 @@ <a class="dropdown-item" href="/docs/latest/algorithms/preprocessors">Preprocessors</a> <a class="dropdown-item" href="/docs/latest/algorithms/regression">Regression</a> <a class="dropdown-item" href="/docs/latest/algorithms/clustering">Clustering</a> - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders">Reccomenders</a> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders">Recommenders</a> <div class="dropdown-divider"></div> <h6 class="dropdown-header">Deprecated</h6> <a class="dropdown-item" href="/docs/latest/algorithms/map-reduce">MapReduce <i>(deprecated)</i></a> </div> - <!--<a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> + <!--<a class="dropdown-item" href="/docs/latest/algorithms/recommenders/recommender-overview.html">Reccomender Overview</a></li> Do we still need? seems like short version of next post--> <!-- - <a class="dropdown-item" href="/docs/latest/algorithms/reccomenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> + <a class="dropdown-item" href="/docs/latest/algorithms/recommenders/intro-cooccurrence-spark.html">Intro to Coocurrence With Spark</a></li> <li role="separator" class="divider"></li> <li><span> <a href="/docs/latest/algorithms/map-reduce"><b>MapReduce</b> (deprecated)</a><span></li>
