{"id":1145,"date":"2014-01-08T18:35:05","date_gmt":"2014-01-08T19:35:05","guid":{"rendered":"http:\/\/sites.uac.pt\/amendes\/?p=1145"},"modified":"2014-01-08T18:35:05","modified_gmt":"2014-01-08T19:35:05","slug":"apache-mahout","status":"publish","type":"post","link":"https:\/\/sites.uac.pt\/amendes\/data-mining\/apache-mahout\/","title":{"rendered":"What is Apache Mahout?"},"content":{"rendered":"<div id=\"attachment_1146\" style=\"width: 310px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/mahout.apache.org\/#\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1146\" class=\"size-medium wp-image-1146\" src=\"http:\/\/sites.uac.pt\/amendes\/files\/2014\/01\/mahout-300x64.png\" alt=\"Um exemplo dos muitos projetos open source for big data\" width=\"300\" height=\"64\" srcset=\"https:\/\/sites.uac.pt\/amendes\/files\/2014\/01\/mahout-300x64.png 300w, https:\/\/sites.uac.pt\/amendes\/files\/2014\/01\/mahout.png 727w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><p id=\"caption-attachment-1146\" class=\"wp-caption-text\">Um exemplo dos muitos projetos open source for big data<\/p><\/div>\n<h2>The Apache Mahout\u2122 machine learning library&#8217;s goal is to build scalable machine learning libraries.<\/h2>\n<div>\n<h4>Mahout currently has<\/h4>\n<ul>\n<li>User and Item based recommenders<\/li>\n<li>Matrix factorization based recommenders<\/li>\n<li>K-Means, Fuzzy K-Means clustering<\/li>\n<li>Latent Dirichlet Allocation<\/li>\n<li>Singular value decomposition<\/li>\n<li>Logistic regression based classifier<\/li>\n<li>Complementary Naive Bayes classifier<\/li>\n<li>Random forest decision tree based classifier<\/li>\n<li>High performance java collections (previously colt collections)<\/li>\n<li>A vibrant community<\/li>\n<\/ul>\n<\/div>\n<p>With scalable we mean:<\/p>\n<p>Scalable to reasonably large data sets. Our core algorithms for clustering, classfication and     collaborative filtering are implemented on top of Apache Hadoop using the map\/reduce paradigm. However we do not     restrict contributions to Hadoop based implementations: Contributions that run on a single node or on a non-Hadoop     cluster are welcome as well. The core libraries are highly optimized to allow for good performance also for     non-distributed algorithms<\/p>\n<p>Scalable to support your business case. Mahout is distributed under a commercially friendly Apache Software     license.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The Apache Mahout\u2122 machine learning library&#8217;s goal is to build scalable machine learning libraries. Mahout currently has User and Item based recommenders Matrix factorization based recommenders K-Means, Fuzzy K-Means clustering Latent Dirichlet Allocation Singular value decomposition Logistic regression based classifier Complementary Naive Bayes classifier Random forest decision tree based classifier High performance java collections (previously [&hellip;]<\/p>\n","protected":false},"author":159,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[103,137],"tags":[174,171],"class_list":["post-1145","post","type-post","status-publish","format-standard","hentry","category-data-mining","category-software","tag-big-data","tag-dw-bi"],"_links":{"self":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1145","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/users\/159"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/comments?post=1145"}],"version-history":[{"count":2,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1145\/revisions"}],"predecessor-version":[{"id":1148,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1145\/revisions\/1148"}],"wp:attachment":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/media?parent=1145"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/categories?post=1145"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/tags?post=1145"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}