{"id":6938,"date":"2019-02-19T02:00:53","date_gmt":"2019-02-19T10:00:53","guid":{"rendered":"http:\/\/softwareengineeringdaily.com\/?p=6938"},"modified":"2019-02-18T21:13:37","modified_gmt":"2019-02-19T05:13:37","slug":"store2vec-doordash-recommendations-with-mitchell-koch","status":"publish","type":"post","link":"https:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/","title":{"rendered":"Store2Vec: DoorDash Recommendations with Mitchell Koch"},"content":{"rendered":"<p><img decoding=\"async\" data-attachment-id=\"2475\" data-permalink=\"https:\/\/softwareengineeringdaily.com\/2016\/04\/19\/googles-container-management-brendan-burns\/brendan-burns\/\" data-orig-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-orig-size=\"175,175\" data-comments-opened=\"0\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"brendan-burns\" data-image-description=\"\" data-image-caption=\"\" data-medium-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" data-large-file=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2016\/04\/brendan-burns.jpg?fit=175%2C175&amp;ssl=1\" class=\"alignright size-full wp-image-2475\" style=\"border-radius: 50%; border: 1px solid #000000; max-width: 175px; max-height: 175px;\" src=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/mitchellkotch.jpg?resize=175%2C175&#038;ssl=1\" width=\"175\" height=\"175\" data-recalc-dims=\"1\" \/><\/p>\n<p><span style=\"font-weight: 400;\">DoorDash is a food delivery company where users find restaurants to order from. When a user opens the DoorDash app, the user can search for types of food or specific restaurants from the search bar or they can scroll through the feed section and look at recommendations that the app gives them within their local geographic area.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Recommendations is a classic computer science problem. Much like sorting, or mapping, or scheduling, we will probably never \u201csolve\u201d recommendations. We will adapt our recommendation systems based off of discoveries in computer science and software engineering.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">One pattern that has been utilized recently by software engineers in many different areas is the \u201cword2vec\u201d-style strategy of embedding entities in a vector space and then finding relationships between them. If you have never heard of the word2vec algorithm, <\/span><a href=\"https:\/\/softwareengineeringdaily.com\/2018\/12\/28\/word2vec-with-adrian-colyer-holiday-repeat\/\"><span style=\"font-weight: 400;\">you can listen to the episode we did with computer scientist and venture capitalist Adrian Colyer<\/span><\/a><span style=\"font-weight: 400;\"> or listen to this episode in which we will describe the algorithm with a few brief examples.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Store2vec is a strategy used by DoorDash to model restaurants in vector space and find relationships between them in order to generate recommendations. Mitchell Koch is a senior data scientist with DoorDash, and he joins the show to discuss the application of store2vec, and the more general strategy of word2vec-like systems. This episode is also a great companion to our episode about data infrastructure at DoorDash.<\/span><\/p>\n<h2>Show Notes<\/h2>\n<ul>\n<li><a href=\"https:\/\/medium.com\/@DoorDash\/personalized-store-feed-with-vector-embeddings-251ad7a2c09a\">Medium &#8211;\u00a0Personalized Store Feed with Vector Embeddings<\/a><\/li>\n<li><a href=\"https:\/\/medium.com\/@DoorDash\">Medium &#8211; DoorDash<\/a><\/li>\n<li><a href=\"https:\/\/skymind.ai\/wiki\/word2vec\">Skymind AI &#8211; A Beginner&#8217;s Guide to Word2Vec<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>DoorDash is a food delivery company where users find restaurants to order from. When a user opens the DoorDash app, the user can search for types of food or specific restaurants from the search bar or they can scroll through the feed section and look at recommendations that the app gives them within their local<\/p>\n","protected":false},"author":16,"featured_media":6939,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[1363,2143,1080,14],"tags":[2336,2699,2700],"class_list":["post-6938","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-all-episodes","category-exclusive-content","category-machine-learning","category-podcast","tag-doordash","tag-mitchell-koch","tag-store2vec"],"jetpack_publicize_connections":[],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Store2Vec: DoorDash Recommendations with Mitchell Koch - Software Engineering Daily<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Store2Vec: DoorDash Recommendations with Mitchell Koch - Software Engineering Daily\" \/>\n<meta property=\"og:description\" content=\"DoorDash is a food delivery company where users find restaurants to order from. When a user opens the DoorDash app, the user can search for types of food or specific restaurants from the search bar or they can scroll through the feed section and look at recommendations that the app gives them within their local\" \/>\n<meta property=\"og:url\" content=\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\" \/>\n<meta property=\"og:site_name\" content=\"Software Engineering Daily\" \/>\n<meta property=\"article:published_time\" content=\"2019-02-19T10:00:53+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-02-19T05:13:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504\" \/>\n\t<meta property=\"og:image:width\" content=\"505\" \/>\n\t<meta property=\"og:image:height\" content=\"504\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"SE Daily\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@software_daily\" \/>\n<meta name=\"twitter:site\" content=\"@software_daily\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"SE Daily\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#article\",\"isPartOf\":{\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\"},\"author\":{\"name\":\"SE Daily\",\"@id\":\"https:\/\/softwareengineeringdaily.com\/#\/schema\/person\/9d521a3950512958a3bd9b49ac0f1000\"},\"headline\":\"Store2Vec: DoorDash Recommendations with Mitchell Koch\",\"datePublished\":\"2019-02-19T10:00:53+00:00\",\"dateModified\":\"2019-02-19T05:13:37+00:00\",\"mainEntityOfPage\":{\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\"},\"wordCount\":268,\"publisher\":{\"@id\":\"https:\/\/softwareengineeringdaily.com\/#organization\"},\"image\":{\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1\",\"keywords\":[\"DoorDash\",\"Mitchell Koch\",\"Store2Vec\"],\"articleSection\":[\"All Content\",\"Exclusive Content\",\"Machine Learning\",\"Podcast\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\",\"url\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\",\"name\":\"Store2Vec: DoorDash Recommendations with Mitchell Koch - Software Engineering Daily\",\"isPartOf\":{\"@id\":\"https:\/\/softwareengineeringdaily.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage\"},\"image\":{\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1\",\"datePublished\":\"2019-02-19T10:00:53+00:00\",\"dateModified\":\"2019-02-19T05:13:37+00:00\",\"breadcrumb\":{\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage\",\"url\":\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1\",\"width\":505,\"height\":504},{\"@type\":\"BreadcrumbList\",\"@id\":\"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/softwareengineeringdaily.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Store2Vec: DoorDash Recommendations with Mitchell Koch\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/softwareengineeringdaily.com\/#website\",\"url\":\"https:\/\/softwareengineeringdaily.com\/\",\"name\":\"Software Engineering Daily\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/softwareengineeringdaily.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/softwareengineeringdaily.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/softwareengineeringdaily.com\/#organization\",\"name\":\"Software Engineering Daily\",\"url\":\"https:\/\/softwareengineeringdaily.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/softwareengineeringdaily.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2024\/01\/cropped-sed_website_banner.png?fit=549%2C169&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2024\/01\/cropped-sed_website_banner.png?fit=549%2C169&ssl=1\",\"width\":549,\"height\":169,\"caption\":\"Software Engineering Daily\"},\"image\":{\"@id\":\"https:\/\/softwareengineeringdaily.com\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/software_daily\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/softwareengineeringdaily.com\/#\/schema\/person\/9d521a3950512958a3bd9b49ac0f1000\",\"name\":\"SE Daily\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/softwareengineeringdaily.com\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/68086d3546ea765266ab442555c9fe44?s=96&d=retro&r=pg\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/68086d3546ea765266ab442555c9fe44?s=96&d=retro&r=pg\",\"caption\":\"SE Daily\"},\"url\":\"https:\/\/softwareengineeringdaily.com\/author\/carlos\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Store2Vec: DoorDash Recommendations with Mitchell Koch - Software Engineering Daily","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/","og_locale":"en_US","og_type":"article","og_title":"Store2Vec: DoorDash Recommendations with Mitchell Koch - Software Engineering Daily","og_description":"DoorDash is a food delivery company where users find restaurants to order from. When a user opens the DoorDash app, the user can search for types of food or specific restaurants from the search bar or they can scroll through the feed section and look at recommendations that the app gives them within their local","og_url":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/","og_site_name":"Software Engineering Daily","article_published_time":"2019-02-19T10:00:53+00:00","article_modified_time":"2019-02-19T05:13:37+00:00","og_image":[{"width":505,"height":504,"url":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504","type":"image\/jpeg"}],"author":"SE Daily","twitter_card":"summary_large_image","twitter_creator":"@software_daily","twitter_site":"@software_daily","twitter_misc":{"Written by":"SE Daily","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#article","isPartOf":{"@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/"},"author":{"name":"SE Daily","@id":"https:\/\/softwareengineeringdaily.com\/#\/schema\/person\/9d521a3950512958a3bd9b49ac0f1000"},"headline":"Store2Vec: DoorDash Recommendations with Mitchell Koch","datePublished":"2019-02-19T10:00:53+00:00","dateModified":"2019-02-19T05:13:37+00:00","mainEntityOfPage":{"@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/"},"wordCount":268,"publisher":{"@id":"https:\/\/softwareengineeringdaily.com\/#organization"},"image":{"@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1","keywords":["DoorDash","Mitchell Koch","Store2Vec"],"articleSection":["All Content","Exclusive Content","Machine Learning","Podcast"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/","url":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/","name":"Store2Vec: DoorDash Recommendations with Mitchell Koch - Software Engineering Daily","isPartOf":{"@id":"https:\/\/softwareengineeringdaily.com\/#website"},"primaryImageOfPage":{"@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage"},"image":{"@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1","datePublished":"2019-02-19T10:00:53+00:00","dateModified":"2019-02-19T05:13:37+00:00","breadcrumb":{"@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#primaryimage","url":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1","contentUrl":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1","width":505,"height":504},{"@type":"BreadcrumbList","@id":"http:\/\/softwareengineeringdaily.com\/2019\/02\/19\/store2vec-doordash-recommendations-with-mitchell-koch\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/softwareengineeringdaily.com\/"},{"@type":"ListItem","position":2,"name":"Store2Vec: DoorDash Recommendations with Mitchell Koch"}]},{"@type":"WebSite","@id":"https:\/\/softwareengineeringdaily.com\/#website","url":"https:\/\/softwareengineeringdaily.com\/","name":"Software Engineering Daily","description":"","publisher":{"@id":"https:\/\/softwareengineeringdaily.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/softwareengineeringdaily.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/softwareengineeringdaily.com\/#organization","name":"Software Engineering Daily","url":"https:\/\/softwareengineeringdaily.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/softwareengineeringdaily.com\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2024\/01\/cropped-sed_website_banner.png?fit=549%2C169&ssl=1","contentUrl":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2024\/01\/cropped-sed_website_banner.png?fit=549%2C169&ssl=1","width":549,"height":169,"caption":"Software Engineering Daily"},"image":{"@id":"https:\/\/softwareengineeringdaily.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/software_daily"]},{"@type":"Person","@id":"https:\/\/softwareengineeringdaily.com\/#\/schema\/person\/9d521a3950512958a3bd9b49ac0f1000","name":"SE Daily","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/softwareengineeringdaily.com\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/68086d3546ea765266ab442555c9fe44?s=96&d=retro&r=pg","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/68086d3546ea765266ab442555c9fe44?s=96&d=retro&r=pg","caption":"SE Daily"},"url":"https:\/\/softwareengineeringdaily.com\/author\/carlos\/"}]}},"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/softwareengineeringdaily.com\/wp-content\/uploads\/2019\/02\/doordash.jpg?fit=505%2C504&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/p7GuoD-1NU","_links":{"self":[{"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/posts\/6938"}],"collection":[{"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/comments?post=6938"}],"version-history":[{"count":0,"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/posts\/6938\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/media\/6939"}],"wp:attachment":[{"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/media?parent=6938"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/categories?post=6938"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/softwareengineeringdaily.com\/wp-json\/wp\/v2\/tags?post=6938"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}