{"id":1099,"date":"2018-01-14T14:07:11","date_gmt":"2018-01-14T22:07:11","guid":{"rendered":"http:\/\/raffy.ch\/blog\/?p=1099"},"modified":"2018-03-24T12:38:16","modified_gmt":"2018-03-24T20:38:16","slug":"ai-in-cyber-security-where-we-stand-where-we-need-to-go","status":"publish","type":"post","link":"https:\/\/raffy.ch\/blog\/2018\/01\/14\/ai-in-cyber-security-where-we-stand-where-we-need-to-go\/","title":{"rendered":"AI in Cyber Security &#8211; Where We Stand &#038; Where We Need to Go"},"content":{"rendered":"<p>I have been talking about artificial intelligence (AI) and machine learning (ML) in cyber security quite a bit lately. My latest two essays you can find as guest posts on <a href=\"https:\/\/towardsdatascience.com\/ai-and-machine-learning-in-cyber-security-d6fbee480af0\">TowardsDataScience<\/a> and <a href=\"https:\/\/www.darkreading.com\/threat-intelligence\/ai-in-cybersecurity-where-we-stand-and-where-we-need-to-go\/a\/d-id\/1330787?\">DarkReading<\/a>.<\/p>\n<p>Following is a summary of the latest AI and ML posts with quick summaries:<\/p>\n<ul>\n<li><b><a href=\"http:\/\/raffy.ch\/blog\/2017\/10\/13\/machine-learning-and-ai-whats-the-scoop-for-security-monitoring\/\">Machine Learning and AI \u2013 What\u2019s the Scoop for Security Monitoring?<\/a><\/b> &#8211; A bit of a supervised-biased post on ML in cyber. It talks about the use of deep learning in cyber hunting and shortly outlines my core point in the ML\/AI discussion about capturing <b>expert knowledge<\/b> rather than experimenting with different algorithms to find anomalies or attacks.<\/li>\n<li><b><a href=\"http:\/\/raffy.ch\/blog\/2017\/10\/22\/unsupervised-machine-learning-in-cyber-security\/\">Unsupervised Machine Learning in Cyber Security<\/a><\/b> &#8211; This post balances out the previous one that was a bit too supervised ML heavy and discusses some of the challenges with unsupervised ML in security.<\/li>\n<li><b><a href=\"https:\/\/towardsdatascience.com\/ai-and-machine-learning-in-cyber-security-d6fbee480af0\">AI and Machine Learning in Cyber Security &#8211; What Zen Teaches About Insights<\/a><\/b> A really fun post where I talk a little bit about Zen and how it relates to artificial intelligence in cyber. It gives a bit of an overview of the ML\/AI environment for cyber security and elaborates where those approaches work well and where they don&#8217;t. As an added bonus, it talks about Zen <a href=\"http:\/\/cryptojail.net\/index.php\/2017\/02\/11\/zen-koans\/\">koans<\/a>, which I have grown very fond of.<\/li>\n<li><b><a href=\"https:\/\/www.darkreading.com\/threat-intelligence\/ai-in-cybersecurity-where-we-stand-and-where-we-need-to-go\/a\/d-id\/1330787?\">AI in Cybersecurity: Where We Stand &#038; Where We Need to Go<\/a><\/b> This is a darkreading post that is a short and fairly concise version of my general AI\/ML points of view.<\/li>\n<\/ul>\n<p>I&#8217;d love to hear your comments &#8211; be that on <a href=\"http:\/\/twitter.com\/raffaelmarty\">twitter<\/a> or as comments on the posts!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I have been talking about artificial intelligence (AI) and machine learning (ML) in cyber security quite a bit lately. My latest two essays you can find as guest posts on TowardsDataScience and DarkReading. Following is a summary of the latest AI and ML posts with quick summaries: Machine Learning and AI \u2013 What\u2019s the Scoop [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[39,37,35],"tags":[],"class_list":["post-1099","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence","category-big-data","category-security-intelligence"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/posts\/1099","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/comments?post=1099"}],"version-history":[{"count":4,"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/posts\/1099\/revisions"}],"predecessor-version":[{"id":1104,"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/posts\/1099\/revisions\/1104"}],"wp:attachment":[{"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/media?parent=1099"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/categories?post=1099"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/raffy.ch\/blog\/wp-json\/wp\/v2\/tags?post=1099"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}