{"id":7900,"date":"2017-12-12T07:00:11","date_gmt":"2017-12-12T15:00:11","guid":{"rendered":"http:\/\/formtek.com\/blog\/?p=7900"},"modified":"2017-10-31T07:41:17","modified_gmt":"2017-10-31T15:41:17","slug":"artificial-intelligence-databases-speeding-training-for-machine-and-deep-learning","status":"publish","type":"post","link":"https:\/\/formtek.com\/blog\/artificial-intelligence-databases-speeding-training-for-machine-and-deep-learning\/","title":{"rendered":"Artificial Intelligence Databases: Speeding Training for Machine and Deep Learning"},"content":{"rendered":"<p>One of Artificial Intelligence&#8217;s biggest roadblocks is data preparation and training.\u00a0 Collecting and cleaning data and then training software on data to recognize patterns and develop some amount of insight takes a lot of time.<\/p>\n<p>New techniques to speed up the time to perform training for machine learning are being developed. One solution is to speed up processing by using computer chips that have been optimized to perform AI operations. A second solution is software that is being called an <em>AI database<\/em> that optimizes the processing of huge amounts of complex data and speeds training on machine and deep learning algorithms.<\/p>\n<p><a href=\"https:\/\/www.pcmag.com\/author-bio\/pam-baker\">Pam Baker<\/a>, author at PC Magazine, said that &#8220;right now there are a lot of efforts to speed up ML training through several different tactics. One is to separate the infrastructure from the AI researchers doing the coding, so that automated functions are handling the infrastructure and training the ML model. So, instead of spending something like three months [to train a model], you may be looking at 30 days or 30 minutes.&#8221;<\/p>\n<div class=\"lightsocial_container\"><div class=\"lightsocial_element\"><a class=\"lightsocial_a\" href=\"http:\/\/digg.com\/submit?url=https%3A%2F%2Fformtek.com%2Fblog%2Fartificial-intelligence-databases-speeding-training-for-machine-and-deep-learning%2F&amp;title=\" target=\"_blank\"><img decoding=\"async\" class=\"lightsocial_img\" src=\"https:\/\/formtek.com\/blog\/wp-content\/plugins\/light-social\/digg.png\" alt=\"Digg This\" title=\"Digg This\" \/><\/a><\/div><div class=\"lightsocial_element\"><a class=\"lightsocial_a\" href=\"http:\/\/www.reddit.com\/submit?url=https%3A%2F%2Fformtek.com%2Fblog%2Fartificial-intelligence-databases-speeding-training-for-machine-and-deep-learning%2F&amp;title=\" target=\"_blank\"><img decoding=\"async\" class=\"lightsocial_img\" src=\"https:\/\/formtek.com\/blog\/wp-content\/plugins\/light-social\/reddit.png\" 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New techniques to speed up<span class=\"ellipsis\">&hellip;<\/span><\/p>\n<div class=\"read-more\"><a href=\"https:\/\/formtek.com\/blog\/artificial-intelligence-databases-speeding-training-for-machine-and-deep-learning\/\">Read more &#8250;<\/a><\/div>\n<p><!-- end of .read-more --><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[69,65,62],"tags":[],"class_list":["post-7900","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence","category-deep-learning","category-machine-learning"],"_links":{"self":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts\/7900","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/comments?post=7900"}],"version-history":[{"count":2,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts\/7900\/revisions"}],"predecessor-version":[{"id":7902,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/posts\/7900\/revisions\/7902"}],"wp:attachment":[{"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/media?parent=7900"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/categories?post=7900"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/formtek.com\/blog\/wp-json\/wp\/v2\/tags?post=7900"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}