{"id":9636,"date":"2024-04-10T00:55:16","date_gmt":"2024-04-10T00:55:16","guid":{"rendered":"http:\/\/thisbiginfluence.com\/?p=9636"},"modified":"2024-04-10T00:55:16","modified_gmt":"2024-04-10T00:55:16","slug":"how-does-ai-work-researchers-reveal-the-mechanism-underlying-successful-machine-learning","status":"publish","type":"post","link":"https:\/\/thisbiginfluence.com\/?p=9636","title":{"rendered":"How Does AI Work? Researchers Reveal the Mechanism Underlying Successful Machine Learning"},"content":{"rendered":"<p> <br \/>\n<\/p>\n<div>\n<div id=\"attachment_156178\" style=\"width: 787px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology.jpg\"><img fetchpriority=\"high\" decoding=\"async\" aria-describedby=\"caption-attachment-156178\" class=\"wp-image-156178 size-large\" src=\"https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology-777x583.jpg\" alt=\"Brain Energy Artificial Intelligence Technology\" width=\"777\" height=\"583\" srcset=\"https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology-777x583.jpg 777w, https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology-400x300.jpg 400w, https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology-768x576.jpg 768w, https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology-1536x1152.jpg 1536w, https:\/\/scitechdaily.com\/images\/Brain-Energy-Artificial-Intelligence-Technology.jpg 2000w\" sizes=\"(max-width: 777px) 100vw, 777px\"\/><\/a><\/p>\n<p id=\"caption-attachment-156178\" class=\"wp-caption-text\">Researchers from Bar-Ilan College have uncovered how machine studying efficiently classifies photos, revealing that every filter in a deep studying structure acknowledges and refines the popularity of picture clusters by way of layers.<\/p>\n<\/div>\n<p><strong>Present AI architectures can efficiently carry out picture classification duties, competing with human capabilities. But what&#8217;s the mechanism that makes <span class=\"glossaryLink\" aria-describedby=\"tt\" data-cmtooltip=\"&lt;div class=glossaryItemTitle&gt;machine learning&lt;\/div&gt;&lt;div class=glossaryItemBody&gt;Machine learning is a subset of artificial intelligence (AI) that deals with the development of algorithms and statistical models that enable computers to learn from data and make predictions or decisions without being explicitly programmed to do so. Machine learning is used to identify patterns in data, classify data into different categories, or make predictions about future events. It can be categorized into three main types of learning: supervised, unsupervised and reinforcement learning.&lt;\/div&gt;\" data-gt-translate-attributes=\"[{&quot;attribute&quot;:&quot;data-cmtooltip&quot;, &quot;format&quot;:&quot;html&quot;}]\" tabindex=\"0\" role=\"link\">machine studying<\/span> so profitable?<\/strong><\/p>\n<p>Picture classification is a fancy process that deep studying architectures carry out efficiently. These deep architectures are normally comprised of many layers, with every layer consisting of many filters. The frequent understanding is that because the picture progresses by way of the layers extra enhanced options, and options of options, of the picture are revealed. But these options and options of options will not be quantifiable, and thus how machine studying works stays a puzzle.<\/p>\n<p>In an article just lately revealed in <em><span class=\"glossaryLink\" aria-describedby=\"tt\" data-cmtooltip=\"&lt;div class=glossaryItemTitle&gt;Scientific Reports&lt;\/div&gt;&lt;div class=glossaryItemBody&gt;Established in 2011, &amp;lt;em&amp;gt;Scientific Report&amp;lt;\/em&amp;gt;s is a peer-reviewed open-access scientific mega journal published by Nature Portfolio, covering all areas of the natural sciences. In September 2016, it became the largest journal in the world by number of articles, overtaking &amp;lt;em&amp;gt;PLOS ON&amp;lt;\/em&amp;gt;E.&lt;\/div&gt;\" data-gt-translate-attributes=\"[{&quot;attribute&quot;:&quot;data-cmtooltip&quot;, &quot;format&quot;:&quot;html&quot;}]\" tabindex=\"0\" role=\"link\">Scientific Experiences<\/span><\/em>, researchers from Bar-Ilan College reveal the mechanism underlying profitable machine studying, which permits it to carry out classification duties with resounding success. \u201cEvery filter basically acknowledges a small cluster of photos and because the layers progress the popularity is sharpened. We discovered a option to quantitatively measure the efficiency of a single filter,\u201d stated Prof. Ido Kanter, of Bar-Ilan\u2019s Division of Physics and Gonda (Goldschmied) Multidisciplinary Mind Analysis Middle, who led the analysis.<\/p>\n<div class=\"jeg_video_container jeg_video_content\"><iframe loading=\"lazy\" title=\"How Does Deep Learning Work?\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/hGDcMC9Z9Ek?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/div>\n<p><em>A video describing the analysis. Credit score: Prof. Ido Kanter, Bar-Ilan College<\/em><\/p>\n<p>\u201cThis discovery can pave the trail to higher understanding how AI works,\u201d stated PhD pupil Yuval Meir, one of many key contributors to the work, including, \u201cThis could enhance the latency, reminiscence utilization, and complexity of the structure with out lowering total <span class=\"glossaryLink\" aria-describedby=\"tt\" data-cmtooltip=\"&lt;div class=glossaryItemTitle&gt;accuracy&lt;\/div&gt;&lt;div class=glossaryItemBody&gt;How close the measured value conforms to the correct value.&lt;\/div&gt;\" data-gt-translate-attributes=\"[{&quot;attribute&quot;:&quot;data-cmtooltip&quot;, &quot;format&quot;:&quot;html&quot;}]\" tabindex=\"0\" role=\"link\">accuracy<\/span>.\u201d Whereas AI has been on the forefront of current technological progress, comprehending how such machines really work can open the best way for much more superior AI.<\/p>\n<p>Reference: \u201cIn direction of a common mechanism for profitable deep studying\u201d by Yuval Meir, Yarden Tzach, Shiri Hodassman, Ofek Tevet and Ido Kanter, 11 March 2024, <i>Scientific Experiences<\/i>.<br \/><a href=\"https:\/\/www.nature.com\/articles\/s41598-024-56609-x\">DOI: 10.1038\/s41598-024-56609-x<\/a><\/p>\n<\/div>\n<p><script>(function(d, s, id){\n\t\t\t\t\tvar js, fjs = d.getElementsByTagName(s)[0];\n\t\t\t\t\tif (d.getElementById(id)) return;\n\t\t\t\t\tjs = d.createElement(s); js.id = id;\n\t\t\t\t\tjs.src = \"\/\/connect.facebook.net\/en_US\/sdk.js#xfbml=1&version=v2.6\";\n\t\t\t\t\tfjs.parentNode.insertBefore(js, fjs);\n\t\t\t\t}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/><br \/>\n<br \/><a href=\"https:\/\/scitechdaily.com\/how-does-ai-work-researchers-reveal-the-mechanism-underlying-successful-machine-learning\/\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Researchers from Bar-Ilan College have uncovered how machine studying efficiently classifies photos, revealing that every filter in a deep studying structure acknowledges and refines the popularity of picture clusters by way of layers. Present AI architectures can efficiently carry out picture classification duties, competing with human capabilities. But what&#8217;s the mechanism that makes machine studying [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9638,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[3052,5512,1375,94,561,152,8380,557],"class_list":["post-9636","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-learning","tag-machine","tag-mechanism","tag-researchers","tag-reveal","tag-successful","tag-underlying","tag-work"],"_links":{"self":[{"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=\/wp\/v2\/posts\/9636","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9636"}],"version-history":[{"count":0,"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=\/wp\/v2\/posts\/9636\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=\/wp\/v2\/media\/9638"}],"wp:attachment":[{"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9636"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9636"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thisbiginfluence.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}