{"id":11232,"date":"2022-03-19T00:00:00","date_gmt":"2022-03-19T00:00:00","guid":{"rendered":"https:\/\/inapps.net\/applications-matter-more-in-ai-than-algorithms-inapps-technology-2022\/"},"modified":"2022-05-18T10:03:38","modified_gmt":"2022-05-18T10:03:38","slug":"applications-matter-more-in-ai-than-algorithms-inapps-technology-2022","status":"publish","type":"post","link":"https:\/\/www.inapps.net\/applications-matter-more-in-ai-than-algorithms-inapps-technology-2022\/","title":{"rendered":"Applications Matter More in AI Than Algorithms \u2013 InApps Technology 2022"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_46 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">Main Contents:<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"ez-toc-toggle-icon-1\"><label for=\"item-674197274f1db\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input type=\"checkbox\" id=\"item-674197274f1db\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.inapps.net\/applications-matter-more-in-ai-than-algorithms-inapps-technology-2022\/#Read_more_about_Applications_Matter_More_in_AI_Than_Algorithms_-_InApps_Technology_at_Wikipedia\" title=\"Read more about Applications Matter More in AI Than Algorithms \u2013 InApps Technology at Wikipedia\">Read more about Applications Matter More in AI Than Algorithms \u2013 InApps Technology at Wikipedia<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.inapps.net\/applications-matter-more-in-ai-than-algorithms-inapps-technology-2022\/#Its_Hard_to_Beat_the_Global_AI_Research_Community\" title=\"It\u2019s Hard to Beat the Global AI Research Community\">It\u2019s Hard to Beat the Global AI Research Community<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.inapps.net\/applications-matter-more-in-ai-than-algorithms-inapps-technology-2022\/#Data_Moats_Are_Falling\" title=\"Data Moats Are Falling\">Data Moats Are Falling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.inapps.net\/applications-matter-more-in-ai-than-algorithms-inapps-technology-2022\/#Its_About_Applications_Just_Like_Everything_Else\" title=\"It\u2019s About Applications, Just Like Everything Else\">It\u2019s About Applications, Just Like Everything Else<\/a><\/li><\/ul><\/nav><\/div>\n<p>Applications Matter More in AI Than Algorithms \u2013 InApps Technology is an article under the topic <a href=\"https:\/\/inapps.net\/category\/software-development\/\" target=\"_blank\" rel=\"noopener\">Software Development<\/a> Many of you are most interested in today !! Today, let&#8217;s <a href=\"https:\/\/inapps.net\/\" target=\"_blank\" rel=\"noopener\">InApps.net<\/a> learn Applications Matter More in AI Than Algorithms \u2013 InApps Technology in today&#8217;s post !<br \/>\n<\/br><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Read_more_about_Applications_Matter_More_in_AI_Than_Algorithms_-_InApps_Technology_at_Wikipedia\"><\/span>Read more about Applications Matter More in AI Than Algorithms \u2013 InApps Technology at Wikipedia<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><\/br><br \/>\nYou can find content about <a href=\"https:\/\/en.wikipedia.org\/w\/index.php?search=Applications Matter More in AI Than Algorithms \u2013 The New Stack\" target=\"_blank\" rel=\"nofollow noopener\">Applications Matter More in AI Than Algorithms \u2013 InApps Technology from the Wikipedia website<\/a><br \/>\n<\/br><\/p>\n<div>\n<div class=\"infoBlockImageBlock\" style=\"\">\n<img decoding=\"async\" class=\" lazy infoBlockImage\" src=\"data:image\/svg+xml,%3Csvg%20xmlns='http:\/\/www.w3.org\/2000\/svg'%20viewBox='0%200%200%200'%3E%3C\/svg%3E\" data-src=\"https:\/\/cdn.thenewstack.io\/media\/2021\/03\/b071bbc4-james_yellow_background.jpeg\" style=\"border-radius: 50%\"\/>\n<\/div>\n<div class=\"infoBlockTextBlock\">\n<p>James Wang<\/p>\n<p>James Wang is general partner at Creative Ventures, an early-stage VC focusing on healthcare, agriculture, and industrial technologies. He&#8217;s also a co-founder of Lioness Health.<\/p>\n<\/div>\n<p>Anyone who has watched the TV show \u201cSilicon Valley\u201d could tell you what makes a valuable startup: their algorithm. While \u201cSilicon Valley\u201d does actually sit in an uncanny valley of being all-too-familiar and true-to-reality to startup veterans, algorithms making or breaking a startup \u2014 even in AI\/ML \u2014 is not very accurate anymore.<\/p>\n<p>In fact, even with the proliferation of \u201cAI startups\u201d that we are seeing today, very few are actually differentiated on their algorithms. AI is now really no more than table stakes for software \u2014 it\u2019s ubiquitous and expected. What\u2019s more important is to what ends, and applications, it\u2019s being applied.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Its_Hard_to_Beat_the_Global_AI_Research_Community\"><\/span>It\u2019s Hard to Beat the Global AI Research Community<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Around 2015, we started to see a proliferation of AI startups, especially ones that claimed to be able to do useful things with image data. This was not a coincidence. It was around this timeframe that Convolutional Neural Networks (CNNs) started to mature in academic literature and become more widely used.<\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" lazy aligncenter size-full wp-image-15397854\" src=\"data:image\/svg+xml,%3Csvg%20xmlns='http:\/\/www.w3.org\/2000\/svg'%20viewBox='0%200%202182%201388'%3E%3C\/svg%3E\" data-src=\"https:\/\/cdn.thenewstack.io\/media\/2021\/03\/dd75cf6d-imagenet.png\" alt=\"\" width=\"2182\" height=\"1388\"\/><\/p>\n<p>Of course, neural networks and even some of the frameworks around modern CNNs weren\u2019t new. There were also startups pitching venture capitalists (VCs) before 2015, claiming they\u2019d be able to monetize a superior algorithm for image recognition that powers technologies like Apple\u2019s Face ID and shopping apps that let you use pictures to find products.<\/p>\n<p>Some of these startups did actually have a brief period of superiority over the \u201cstate of the art\u201d in published academic research, but that superiority was brief and not particularly relevant from a practical market standpoint.<\/p>\n<p>At this point, there are thousands of AI researchers not only at top research institutions, but company labs like Google and Microsoft Research (not to mention AI labs at Chinese companies like Tencent or Baidu). Global publication output in 2019 was 403,000 according to Nature, and is only continuing to grow.<\/p>\n<p>It\u2019s difficult for any one startup and any one set of engineers to come up with fundamental algorithm breakthroughs more significant than the broader scientific community.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Data_Moats_Are_Falling\"><\/span>Data Moats Are Falling<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>If the specific algorithm doesn\u2019t matter, then what about data? We\u2019ve had numerous articles triumphantly declaring that \u201cData is the new oil,\u201d and it does make sense if you accept that algorithmic superiority is likely fleeting at best.<\/p>\n<p>However, one significant trend through this AI boom is that we require exponentially less data with each successive generation of algorithmic development (and development in \u201crepresentation\u201d of data \u2014 which for simplicity, readers can just consider part of algorithms).<\/p>\n<p>Before CNNs, we would have required hundreds of thousands, millions, or even billions of data points to do what a CNN can do with a few tens of thousands. A lot of the more recent developments in AI, between these better algorithms\/representations and techniques like synthetic data (where an AI agent can teach itself to do feats like beat a master in Go), involve less and less data to do more and more. (I actually wrote a longer article on this specific topic).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Its_About_Applications_Just_Like_Everything_Else\"><\/span>It\u2019s About Applications, Just Like Everything Else<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>So, if it isn\u2019t the algorithms and isn\u2019t the data, what is it that will drive AI\/ML startup success?<\/p>\n<p>Well, in some ways, the same thing as any other good startup: applications.<\/p>\n<p>From Salesforce to Slack, to even startups like Uber and Airbnb, there were no fundamental breakthroughs or technological triumphs that drove their success. All of these companies used fairly well-known technologies within their \u201cstacks.\u201d It wasn\u2019t because someone used a magical programming language or had a fundamentally better algorithm.<\/p>\n<p>These startups succeeded because they put more engineering resources and iterated for more cycles on fundamental product-market fit within their categories. Basically, they understood their customers and what they needed better, and put the engineering muscle behind it to make products that turned that understanding into reality.<\/p>\n<blockquote>\n<p>Although startups in AI\/ML may seem more \u201cscience fiction\u201d than just run-of-the-mill software companies, we\u2019ve reached the stage where it isn\u2019t really that different. AI\/ML gets a lot ascribed to it, but it isn\u2019t magic.<\/p>\n<\/blockquote>\n<p>Instead of some perfect algorithm that will suddenly bring about the next Google, we should expect that the landscape will look more like that of apps or more modern software \u2014 applications of mature and well-known technologies to specific markets that are willing to pay for well-engineered products that solve their problems. And that\u2019s where so many of today\u2019s \u201cAI startups\u201d should really be focusing their efforts.<\/p>\n<p class=\"attribution\">\nFeature image via Pixabay.\n<\/p>\n<\/div>\n<p><\/br><br \/>\nSource: InApps.net<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-right kksr-valign-bottom\"\n data-payload='{&quot;align&quot;:&quot;right&quot;,&quot;id&quot;:&quot;11232&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;Applications Matter More in AI Than Algorithms \u2013 InApps Technology 2022&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n \n<div class=\"kksr-stars\">\n \n<div class=\"kksr-stars-inactive\">\n <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <\/div>\n \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n <div class=\"kksr-star\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <div class=\"kksr-star\" style=\"padding-right: 5px\">\n \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n <\/div>\n <\/div>\n<\/div>\n \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n <span class=\"kksr-muted\">Rate this post<\/span>\n <\/div>\n <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Applications Matter More in AI Than Algorithms \u2013 InApps Technology is an article under the topic Software Development Many of you are most interested in today !!&#8230;<\/p>\n","protected":false},"author":19,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"inline_featured_image":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[119],"tags":[],"class_list":["post-11232","post","type-post","status-publish","format-standard","hentry","category-software-development"],"acf":[],"yoast_head":"\n<title>Applications Matter More in AI Than Algorithms \u2013 InApps Technology 2022 - 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With expertise in software development to emerging tech trends like AI and IoT\u2014my articles not only inform but also inspire. My journey in tech writing has been marked by a commitment to accuracy, clarity, and engaging storytelling, making me a trusted voice in the tech community.","url":"https:\/\/www.inapps.net\/author\/phu-nguyeninapps-net\/"}]}},"_links":{"self":[{"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/posts\/11232","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/comments?post=11232"}],"version-history":[{"count":1,"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/posts\/11232\/revisions"}],"predecessor-version":[{"id":16059,"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/posts\/11232\/revisions\/16059"}],"wp:attachment":[{"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/media?parent=11232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/categories?post=11232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inapps.net\/wp-json\/wp\/v2\/tags?post=11232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}