{"id":1854,"date":"2017-12-18T12:36:21","date_gmt":"2017-12-18T13:36:21","guid":{"rendered":"http:\/\/sites.uac.pt\/amendes\/?p=1854"},"modified":"2017-12-18T12:36:21","modified_gmt":"2017-12-18T13:36:21","slug":"word-embeddings","status":"publish","type":"post","link":"https:\/\/sites.uac.pt\/amendes\/data-mining\/word-embeddings\/","title":{"rendered":"An Introduction to Word Embeddings"},"content":{"rendered":"<p><a href=\"https:\/\/www.springboard.com\/blog\/introduction-word-embeddings\/\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-medium wp-image-1855\" src=\"http:\/\/sites.uac.pt\/amendes\/files\/2017\/12\/LLOD-Cloud-300x254.png\" alt=\"clique na imagem para seguir o link\" width=\"300\" height=\"254\" srcset=\"https:\/\/sites.uac.pt\/amendes\/files\/2017\/12\/LLOD-Cloud-300x254.png 300w, https:\/\/sites.uac.pt\/amendes\/files\/2017\/12\/LLOD-Cloud-1024x867.png 1024w, https:\/\/sites.uac.pt\/amendes\/files\/2017\/12\/LLOD-Cloud.png 1270w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p><span style=\"color: #ff0000\">bom texto sobre uma t\u00e9cnica em NLP &#8211; Natural Language Pocessing<\/span><\/p>\n<p><em><strong>Part 1: Applications<\/strong><\/em><\/p>\n<p><em><strong>Written by Aaron Geelon So<\/strong><\/em><\/p>\n<p><em>If you already have a solid understanding of word embeddings and are well into your <a href=\"https:\/\/www.springboard.com\/workshops\/data-science-career-track\">data science career<\/a>, skip ahead to the <a href=\"http:\/\/www.learndatasci.com\/intro-to-word-embeddings-problems-theory\/\" target=\"_blank\">next part<\/a>!<\/em><\/p>\n<p>Human language is <a href=\"https:\/\/en.wikipedia.org\/wiki\/The_Unreasonable_Effectiveness_of_Mathematics_in_the_Natural_Sciences\">unreasonably effective<\/a> at describing how we relate to the world. With a few, short words, we  can convey many ideas and actions with little ambiguity. Well, <a href=\"http:\/\/mentalfloss.com\/article\/24445\/10-amelia-bedelia-isms\">mostly<\/a>.<\/p>\n<p>Because  we\u2019re capable of seeing and describing so much complexity, a lot of  structure is implicitly encoded into our language. It is no easy task  for a computer (or a human, for that matter) to learn <em>natural language<\/em>, for it entails understanding how we humans observe the world, if not understanding how <em>to<\/em> observe the world.<\/p>\n<p>For  the most part, computers can\u2019t understand natural language. Our  programs are still line-by-line instructions telling a computer what to  do \u2014 they often miss nuance and context. How can you explain sarcasm to a  machine?<\/p>\n<p>There\u2019s good news though. There\u2019s been some important breakthroughs in <em>natural language processing<\/em> (NLP), the domain where researchers try to teach computers human language.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>bom texto sobre uma t\u00e9cnica em NLP &#8211; Natural Language Pocessing Part 1: Applications Written by Aaron Geelon So If you already have a solid understanding of word embeddings and are well into your data science career, skip ahead to the next part! Human language is unreasonably effective at describing how we relate to the [&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],"tags":[191,146],"class_list":["post-1854","post","type-post","status-publish","format-standard","hentry","category-data-mining","tag-machine-learning","tag-text-mining"],"_links":{"self":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1854","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=1854"}],"version-history":[{"count":2,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1854\/revisions"}],"predecessor-version":[{"id":1857,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/posts\/1854\/revisions\/1857"}],"wp:attachment":[{"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/media?parent=1854"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/categories?post=1854"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.uac.pt\/amendes\/wp-json\/wp\/v2\/tags?post=1854"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}