{"id":233,"date":"2025-01-19T11:48:34","date_gmt":"2025-01-19T11:48:34","guid":{"rendered":"https:\/\/jamesflint.net\/?page_id=233"},"modified":"2025-02-05T23:39:12","modified_gmt":"2025-02-05T23:39:12","slug":"news-classification-engine","status":"publish","type":"page","link":"https:\/\/jamesflint.net\/?page_id=233","title":{"rendered":"News Classification Engine (2018)"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull is-light has-contrast-color has-text-color has-link-color wp-elements-2e148bcdfd93374e4631474283b3672a\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--60);padding-right:var(--wp--preset--spacing--50);padding-bottom:var(--wp--preset--spacing--60);padding-left:var(--wp--preset--spacing--50)\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-base-background-color has-background-dim-100 has-background-dim\"><\/span><div class=\"wp-block-cover__inner-container has-global-padding is-layout-constrained wp-container-core-cover-is-layout-873ee6b1 wp-block-cover-is-layout-constrained\">\n<div class=\"wp-block-columns alignwide is-layout-flex wp-container-core-columns-is-layout-7ee84d44 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:65%\">\n<div class=\"wp-block-group is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-353c4f5a wp-block-group-is-layout-flex\">\n<p class=\"is-style-text-subtitle is-style-text-subtitle--1\">In 2017-2018 I took the <a href=\"https:\/\/www.springboard.com\/courses\/data-science-career-track\/\" data-type=\"link\" data-id=\"https:\/\/www.springboard.com\/courses\/data-science-career-track\/\">Springboard Data Science Career Track<\/a> course. I was working business news company, <a href=\"https:\/\/www.curationcorp.com\/\" data-type=\"link\" data-id=\"https:\/\/www.curationcorp.com\/\">Curation<\/a>. <\/p>\n\n\n\n<p class=\"is-style-default\">At the time. Curation was paying a sizable team of journalists to select, summarise and tag news articles, an operation that was costly and non-scalable. I built this semantic classifier using machine learning techniques to demonstrate how the company might automate much of its editorial process, and reserve human intervention for editorial sign-off and original business insight instead of using it to perform relatively low-level text processing tasks. Several components are required in order to solve this problem. <\/p>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-6388d5dc\"><\/div>\n\n\n\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/Capstone-Project-2-FINAL-Presentation-James-Flint-20180330.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Capstone Project 2 FINAL - Presentation - James Flint 20180330.\"><\/object><a id=\"wp-block-file--media-839467cf-b8d4-4be4-a584-8ab8eb8dd620\" href=\"https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/Capstone-Project-2-FINAL-Presentation-James-Flint-20180330.pdf\">Capstone Project 2 FINAL &#8211; Presentation &#8211; James Flint 20180330<\/a><a href=\"https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/Capstone-Project-2-FINAL-Presentation-James-Flint-20180330.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-839467cf-b8d4-4be4-a584-8ab8eb8dd620\">Download<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:35%\">\n<div class=\"wp-block-group is-vertical is-content-justification-stretch is-nowrap is-layout-flex wp-container-core-group-is-layout-73b0033c wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1840\" height=\"1232\" src=\"https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/RecyclingBinsViladoFradeNuclearPowerplant.jpeg\" alt=\"\" class=\"wp-image-240\" style=\"aspect-ratio:3\/4;object-fit:cover\" srcset=\"https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/RecyclingBinsViladoFradeNuclearPowerplant.jpeg 1840w, https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/RecyclingBinsViladoFradeNuclearPowerplant-300x201.jpeg 300w, https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/RecyclingBinsViladoFradeNuclearPowerplant-1024x686.jpeg 1024w, https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/RecyclingBinsViladoFradeNuclearPowerplant-768x514.jpeg 768w, https:\/\/jamesflint.net\/wp-content\/uploads\/2025\/01\/RecyclingBinsViladoFradeNuclearPowerplant-1536x1028.jpeg 1536w\" sizes=\"auto, (max-width: 1840px) 100vw, 1840px\" \/><\/figure>\n\n\n\n<p class=\"has-text-align-right has-x-large-font-size\" style=\"line-height:1.2\"><strong>Github links:<\/strong><br><a href=\"https:\/\/github.com\/jamesflint\/business-news-classification-engine-part-1\">News Classfier Part 1<\/a><br><a href=\"https:\/\/github.com\/jamesflint\/business-news-classification-engine-part-2\">News Classifier Part 2<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-233","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/jamesflint.net\/index.php?rest_route=\/wp\/v2\/pages\/233","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jamesflint.net\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/jamesflint.net\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/jamesflint.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jamesflint.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=233"}],"version-history":[{"count":7,"href":"https:\/\/jamesflint.net\/index.php?rest_route=\/wp\/v2\/pages\/233\/revisions"}],"predecessor-version":[{"id":338,"href":"https:\/\/jamesflint.net\/index.php?rest_route=\/wp\/v2\/pages\/233\/revisions\/338"}],"wp:attachment":[{"href":"https:\/\/jamesflint.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=233"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}