{"id":1183,"date":"2017-08-01T10:01:00","date_gmt":"2017-08-01T09:01:00","guid":{"rendered":"http:\/\/silta.es\/juantatay\/2017\/08\/01\/the-hard-part-is-getting-it-the-data-organized-and-figuring-out-whats-relevant-to-your-process\/"},"modified":"2017-08-01T10:01:00","modified_gmt":"2017-08-01T09:01:00","slug":"the-hard-part-is-getting-it-the-data-organized-and-figuring-out-whats-relevant-to-your-process","status":"publish","type":"post","link":"https:\/\/silta.es\/juantatay\/the-hard-part-is-getting-it-the-data-organized-and-figuring-out-whats-relevant-to-your-process\/","title":{"rendered":"The hard part is getting it (the data) organized and figuring out what\u2019s relevant to your process."},"content":{"rendered":"<p><a href=\"https:\/\/www.cbinsights.com\/research\/artificial-intelligence-and-fintech-competition\/?utm_campaign=Content%20Drips\">Robo-Advisors Aren&#8217;t A Difficult Tech Problem And Are Already On Their Way To Being Commoditized<\/a><\/p>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\"><span style=\"box-sizing: border-box;\"><b>Robin<\/b>:<\/span>&nbsp;Well, the buzzwords, I\u2019ve noticed, are very much in the financial industry\u2026 Is machine learning. But, basically, using more modern artificial intelligence techniques in everything from investing to solving problems that they have on the consumer side, [inaudible 01:01:00]<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">How much of this is, to return to the cool kids trying to sound with the times, [inaudible 01:01:05] machine learning is very much [inaudible 01:01:07], but do you think, is this a future we\u2019re gonna see more things move that way?<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\"><span style=\"box-sizing: border-box;\"><b>Joe<\/b>:<\/span>&nbsp;Yeah. That one, I\u2019m more skeptical of a lot of the efforts I\u2019ve seen in Wall Street. So it might be a little bit more of the cool kids syndrome. I\u2019ve had several CIOs of big institutions ping me saying they have a big machine learning project, and can I connect them to the right people for what they are doing recently.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">I mean, machine learning is a tool that all the great technology companies are using now to get done certain things. When you have a bunch of data and you need to figure out what the best answer is, I think you apply it.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">I mean, it\u2019s kind of funny, right? It\u2019s artificial intelligence, and once it works we call it machine learning, and there\u2019s all this research on the AI front. I\u2019m definitely bullish on what AI is making possible, but I don\u2019t think it\u2019s this panache or this thing that solves everything. I think the harder problem, frankly, is getting all of your data organized in an infrastructure where you could use it for the problems.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">So I think the hard thing to say is, what data should we be using to solve this problem? What is that process? Then once you have all of the data organized, you can hire a single Ph.D. from Stanford. He will do your machine learning thing for you. That\u2019s not that hard. The hard part is getting it organized and figuring out that it\u2019s relevant to this process.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">So that\u2019s much more of a strategy and process question to me.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\"><span style=\"box-sizing: border-box;\"><b>Robin<\/b>:<\/span>&nbsp;But you think that it\u2019s gonna be more, I mean, on artificial intelligence. I like that definition, that artificial intelligence is everything we haven\u2019t been able to do that. Everything else is [inaudible 01:02:21]<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">But how much will we be able to do in the future? I mean, looking forward a little bit.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\"><span style=\"box-sizing: border-box;\"><b>Joe<\/b>:<\/span>&nbsp;Sure.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">So I definitely have a few investments in artificial intelligence companies that are trying to push the boundary and change things. I mean, I was actually really surprised that Demis and the team at DeepMind were able to solve the Go problem.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">I think that was pretty impressive. But even looking into it, it\u2019s not really capturing, in my view, human creativity, or anything even close to that yet. So I think we\u2019re still decades and decades away from needing to worry about being replaced.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">I think the much more interesting problem that we\u2019re focusing on kind of the next 10 or 20 years is, how do we organize the infrastructure of our companies to get the data structured and available to use it for decisions?<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">I think it\u2019s not gonna be the people who are best at AI and machine learning who win. It\u2019s gonna be the people who are best at that data infrastructure and process problem. I mean, most of the top companies in Silicon Valley, like linear regressions and things, get you 90% of the way. I\u2019m not seeing a lot of really, really hard AI that makes the big difference, for at least the things I\u2019m seeing.<\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">\n<table align=\"center\" cellpadding=\"0\" cellspacing=\"0\" style=\"margin-left: auto; margin-right: auto; text-align: center;\">\n<tbody>\n<tr>\n<td style=\"text-align: center;\"><a href=\"http:\/\/3.bp.blogspot.com\/-zmfsKuOayT8\/WYBCbhsC4ZI\/AAAAAAAACvE\/evehvvkeB2MKCFy9ESL6sfgVj75f5sPawCK4BGAYYCw\/s1600\/Captura%2Bde%2Bpantalla%2B2017-08-01%2Ba%2Blas%2B10.54.25.png\" style=\"margin-left: auto; margin-right: auto;\"><img decoding=\"async\" border=\"0\" height=\"220\" src=\"https:\/\/3.bp.blogspot.com\/-zmfsKuOayT8\/WYBCbhsC4ZI\/AAAAAAAACvE\/evehvvkeB2MKCFy9ESL6sfgVj75f5sPawCK4BGAYYCw\/s400\/Captura%2Bde%2Bpantalla%2B2017-08-01%2Ba%2Blas%2B10.54.25.png\" width=\"400\" \/><\/a><\/td>\n<\/tr>\n<tr>\n<td style=\"text-align: center;\">https:\/\/youtu.be\/_lz2vCOxjOo<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\">From <a href=\"https:\/\/www.cbinsights.com\/research\/artificial-intelligence-and-fintech-competition\" target=\"_blank\">CB Insights \u2013 AI &amp; FinTech competition<\/a><\/div>\n<div dir=\"ltr\" style=\"box-sizing: border-box; color: #757575; font-family: Roboto, 'Helvetica Neue', Helvetica, Arial, sans-serif; font-size: 16px; margin-bottom: 0.71875em;\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Robo-Advisors Aren&#8217;t A Difficult Tech Problem And Are Already On Their Way To Being Commoditized Robin:&nbsp;Well, the buzzwords, I\u2019ve noticed, are very much in the financial industry\u2026 Is machine learning. But, basically, using more modern artificial intelligence techniques in everything from investing to solving problems that they have on the consumer side, [inaudible 01:01:00] How  [&#8230;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[28,26,44,37],"tags":[],"class_list":["post-1183","post","type-post","status-publish","format-standard","hentry","category-cosillas-empresariales","category-el-critico-como-artista","category-innovacion","category-tendencias"],"jetpack_featured_media_url":"","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/posts\/1183","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/comments?post=1183"}],"version-history":[{"count":0,"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/posts\/1183\/revisions"}],"wp:attachment":[{"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/media?parent=1183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/categories?post=1183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/silta.es\/juantatay\/wp-json\/wp\/v2\/tags?post=1183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}