{"id":7520,"date":"2018-03-12T16:47:57","date_gmt":"2018-03-12T11:17:57","guid":{"rendered":"http:\/\/www.allerin.com\/blog\/?p=7520"},"modified":"2018-03-11T15:06:57","modified_gmt":"2018-03-11T09:36:57","slug":"now-what-is-machine-unlearning-all-about","status":"publish","type":"post","link":"https:\/\/www.allerin.com\/blog\/now-what-is-machine-unlearning-all-about\/","title":{"rendered":"Now, what is machine unlearning all about?"},"content":{"rendered":"<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7736\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about.jpg\" alt=\"\" width=\"770\" height=\"513\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about.jpg 770w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-300x200.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-768x512.jpg 768w\" sizes=\"auto, (max-width: 770px) 100vw, 770px\" \/><\/a><\/p>\n<p>We all have heard about machine learning and its path-breaking applications. So, what is machine unlearning and why the need for it? Well, let\u2019s first start with the basic understanding of what it means. Machine learning is a type of artificial intelligence that enables machines to analyze, learn, and adapt to the surroundings, which was earlier done on an entirely different data set. Machine unlearning is just the opposite of it. The device can unlearn the learned stuff whenever needed.<\/p>\n<p><a href=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-1.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-7727 size-full\" src=\"http:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-1.jpg\" alt=\"\" width=\"928\" height=\"476\" srcset=\"https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-1.jpg 928w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-1-300x154.jpg 300w, https:\/\/www.allerin.com\/blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-1-768x394.jpg 768w\" sizes=\"auto, (max-width: 928px) 100vw, 928px\" \/><\/a><\/p>\n<h1>Machine Unlearning: the need for it<\/h1>\n<p>Vast chunks of big data explode into organizations and this data helps machine learning algorithms learn to act in new environments. However, we sometimes want our systems to unlearn these digital assets for several reasons. Firstly, continuous retention of data leads to data privacy issues. The <a href=\"http:\/\/edition.cnn.com\/2010\/TECH\/05\/13\/facebook.delete.privacy\/\" target=\"_blank\" rel=\"noopener\">recent news on Facebook<\/a> says it all &#8211; the change in privacy policy to send user\u2019s information across the Web have led to distrust among users and they ended up deleting their accounts. Similarly, the <a href=\"https:\/\/www.forbes.com\/sites\/davelewis\/2014\/09\/02\/icloud-data-breach-hacking-and-nude-celebrity-photos\/#b2162e82de72\" target=\"_blank\" rel=\"noopener\">iCloud Data Breach<\/a> incident had left users unhappy, which led them to search online teaching articles that could help them remove their data from iCloud. Secondly, along with privacy, meeting the security constraint with continuous machine learning is also a big challenge. For instance, an anomaly detection system, which is typically meant for detecting intrusions, fails to perform its job with machine learning techniques. Consider a situation where an attacker injects some data into the parent data to pollute a system. What will happen if the system will adopt this new data as its own and perform future tasks? Hence, here the security fails. In this case, we would apparently want the system to forget the polluted data after detection and get back the security. Thirdly, you might have come across a situation where Google sends you news or updates that are not important to you. This happens when you or your friend have searched for that particular topic and the system learns that you are interested in that specific issue. Here we want the system to unlearn and only send relevant news or recommendations to you. These are only a few reasons that have generated the need for machine unlearning techniques.<\/p>\n<h1>Machine unlearning: wipes out unwanted data quickly<\/h1>\n<p>Researchers <a href=\"http:\/\/ieeexplore.ieee.org\/document\/7163042\/figures\" target=\"_blank\" rel=\"noopener\">Yinzhi Cao and Junfeng Yang<\/a> proposed a system that can forget data efficiently. The model is based on two criterias, completeness and timeliness. Completeness meant the difference between the training data and the unlearned data, whereas timeliness has got to do with how soon the system had wiped the unnecessary data. Researchers tested and ran this model with sdifferent machine learning ystems successfully. After this success, researchers aim to adapt the machine unlearning techniques to other systems and ultimately delete the unwanted data.<\/p>\n<h6><\/h6>\n<p>No doubt, <a href=\"https:\/\/www.allerin.com\/blog\/how-machine-learning-is-revolutionizing-the-oil-and-gas-industry\" target=\"_blank\" rel=\"noopener\">machine learning techniques<\/a> have led to incredible and groundbreaking innovations but they have also led to few issues that must be resolved at the earliest. How to fix them? The answer is machine unlearning.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>We all have heard about machine learning and its path-breaking applications. So, what is machine unlearning and why the need for it? Well, let\u2019s first start with the basic understanding&#8230;<\/p>\n","protected":false},"author":1,"featured_media":7738,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[5,3],"tags":[563],"class_list":["post-7520","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-technology","tag-machine-unlearning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Now, what is machine unlearning all about? | Artificial Intelligence |<\/title>\n<meta name=\"description\" content=\"Machine unlearning is the reverse of what machine learning is. No doubt, machine learning techniques have led to incredible and groundbreaking innovations but they have also led to few issues that must be resolved at the earliest. How to fix them? The answer is machine unlearning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.allerin.com\/blog\/now-what-is-machine-unlearning-all-about\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Now, what is machine unlearning all about?\" \/>\n<meta property=\"og:description\" content=\"We all have heard about machine learning and its path-breaking applications. So, what is machine unlearning and why the need for it? Well, let\u2019s first\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.allerin.com\/blog\/now-what-is-machine-unlearning-all-about\/\" \/>\n<meta property=\"og:site_name\" content=\"Artificial Intelligence, ROBOTICS, AUTOMATION\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/allerintech\" \/>\n<meta property=\"article:published_time\" content=\"2018-03-12T11:17:57+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.allerin.com\/wp-blog\/wp-content\/uploads\/2018\/03\/Now-what-is-machine-unlearning-all-about-2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"770\" \/>\n\t<meta property=\"og:image:height\" content=\"513\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Naveen Joshi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@joshinav\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Naveen Joshi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/\"},\"author\":{\"name\":\"Naveen Joshi\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#\\\/schema\\\/person\\\/d01e43be365179dae3ff572b2007c64e\"},\"headline\":\"Now, what is machine unlearning all about?\",\"datePublished\":\"2018-03-12T11:17:57+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/\"},\"wordCount\":505,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/03\\\/Now-what-is-machine-unlearning-all-about-2.jpg\",\"keywords\":[\"machine unlearning\"],\"articleSection\":[\"Artificial Intelligence\",\"Technology\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/\",\"url\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/\",\"name\":\"Now, what is machine unlearning all about? | Artificial Intelligence |\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/now-what-is-machine-unlearning-all-about\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.allerin.com\\\/blog\\\/wp-content\\\/uploads\\\/2018\\\/03\\\/Now-what-is-machine-unlearning-all-about-2.jpg\",\"datePublished\":\"2018-03-12T11:17:57+00:00\",\"description\":\"Machine unlearning is the reverse of what machine learning is. 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