{"id":8568,"date":"2018-07-26T07:00:00","date_gmt":"2018-07-26T15:00:00","guid":{"rendered":"http:\/\/formtek.com\/blog\/?p=8568"},"modified":"2018-05-31T13:57:12","modified_gmt":"2018-05-31T21:57:12","slug":"artificial-intelligence-many-worry-that-ai-is-based-on-black-magic","status":"publish","type":"post","link":"https:\/\/formtek.com\/blog\/artificial-intelligence-many-worry-that-ai-is-based-on-black-magic\/","title":{"rendered":"Artificial Intelligence: Black Magic or Alchemy &#8212; Do We Need to Worry if it Works?"},"content":{"rendered":"<p>There&#8217;s a<a href=\"http:\/\/science.sciencemag.org\/content\/359\/6377\/725\"> crisis in Artificial Intelligence research<\/a>.\u00a0 Despite the headlines and astonishing successes reported by AI, there is an underlying problem with its methods.\u00a0 Research results often cannot be reproduced a second time.\u00a0 Reproducibility has always been a front-and-center requirement before scientific results could be accepted.<\/p>\n<p>The focus of AI research lately has been to create algorithms that produce good results, even when it isn&#8217;t at all clear exactly what the underlying algorithms are doing.\u00a0 <a href=\"https:\/\/www.linkedin.com\/in\/ali-rahimi-a85104\/\">Ali Rahimi<\/a>, an AI researcher at Google, criticized work in AI research as relying too heavily of rules of thumb, trial and error and even superstition.<\/p>\n<p><a href=\"https:\/\/www.labri.fr\/perso\/nrougier\/\">Nicolas Rougier<\/a>, a computational neuroscientist, <a href=\"http:\/\/www.sciencemag.org\/news\/2018\/02\/missing-data-hinder-replication-artificial-intelligence-studies\">said that<\/a> &#8220;I think people outside the field might assume that because we have code, reproducibility is kind of guaranteed.\u00a0 Far from it.&#8221;<\/p>\n<p>Rahimi <a href=\"https:\/\/medium.com\/@Synced\/lecun-vs-rahimi-has-machine-learning-become-alchemy-21cb1557920d\">said that<\/a> &#8220;we are building systems that govern healthcare and mediate our civic dialogue. We would influence elections. 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