{"id":64897,"date":"2018-10-13T15:15:00","date_gmt":"2018-10-13T19:15:00","guid":{"rendered":"http:\/\/danielschristian.com\/learning-ecosystems\/?p=64897"},"modified":"2018-10-13T15:15:00","modified_gmt":"2018-10-13T19:15:00","slug":"the-coming-revolution-in-software-development-bornstein","status":"publish","type":"post","link":"http:\/\/danielschristian.com\/learning-ecosystems\/2018\/10\/13\/the-coming-revolution-in-software-development-bornstein\/","title":{"rendered":"The coming revolution in software development [Bornstein]"},"content":{"rendered":"<p><a href=\"https:\/\/www.forbes.com\/sites\/valleyvoices\/2018\/08\/24\/software-developer-revolution\/#61c6aaa11e4a\" target=\"_blank\" rel=\"noopener\"><strong>The coming revolution in software development<\/strong><\/a> &#8212; from forbes.com by Matt Bornstein<\/p>\n<p><em>Excerpt:<\/em><\/p>\n<p style=\"padding-left: 30px;\">Amid the deep learning hype, though, many observers miss the biggest reason to be optimistic about its future: deep learning requires coders to write very little actual code. Rather than relying on preset rules or if-then statements, a deep learning system writes rules automatically based on past examples. A software developer only has to create a \u201c<a href=\"https:\/\/medium.com\/@karpathy\/software-2-0-a64152b37c35\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" data-ga-track=\"ExternalLink:https:\/\/medium.com\/@karpathy\/software-2-0-a64152b37c35\">rough skeleton<\/a>,\u201d to paraphrase Andrej Karpathy from Tesla, then let the computers do the rest.<\/p>\n<p style=\"padding-left: 30px;\">In this new world, developers no longer need to design a unique algorithm for each problem. Most work focuses, instead, on generating datasets that reflect desired behavior and managing the training process. Pete Warden from Google\u2019s TensorFlow team\u00a0<a href=\"https:\/\/petewarden.com\/2014\/06\/06\/how-i-teach-computers-to-think\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\" data-ga-track=\"ExternalLink:https:\/\/petewarden.com\/2014\/06\/06\/how-i-teach-computers-to-think\/\">pointed this out<\/a>as far back as 2014: \u201cI used to be a coder,\u201d he wrote. \u201cNow I teach computers to write their own programs.\u201d<\/p>\n<p style=\"padding-left: 30px;\">Again: the programming model driving the most important advances in software today does not require a significant amount of actual programming.<\/p>\n<p style=\"padding-left: 30px;\">What does this mean for the future of software development?<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The coming revolution in software development &#8212; from forbes.com by Matt Bornstein Excerpt: Amid the deep learning hype, though, many observers miss the biggest reason to be optimistic about its future: deep learning requires coders to write very little actual code. Rather than relying on preset rules or if-then statements, a deep learning system writes [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[356,45,309,204],"tags":[],"class_list":["post-64897","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence-agents-llms-and-related","category-computer-science","category-platforms","category-programming"],"_links":{"self":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/64897","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/comments?post=64897"}],"version-history":[{"count":1,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/64897\/revisions"}],"predecessor-version":[{"id":64898,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/64897\/revisions\/64898"}],"wp:attachment":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/media?parent=64897"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/categories?post=64897"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/tags?post=64897"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}