{"id":1089,"date":"2023-07-03T15:14:27","date_gmt":"2023-07-03T09:44:27","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=1089"},"modified":"2025-10-22T14:53:05","modified_gmt":"2025-10-22T09:23:05","slug":"links-on-machine-unlearning-part-1","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2023\/07\/links-on-machine-unlearning-part-1\/","title":{"rendered":"Links on Machine Unlearning &#8211; Part 1"},"content":{"rendered":"\n<p>Here are some links on machine unlearning &#8211; Part 1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/ai.googleblog.com\/2023\/06\/announcing-first-machine-unlearning.html?m=1\">Announcing the first Machine Unlearning Challenge \u2013 Google Research Blog (googleblog.com)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.wired.com\/story\/machines-can-learn-can-they-unlearn\/\">Now That Machines Can Learn, Can They Unlearn?&nbsp;| WIRED<\/a><\/li>\n\n\n\n<li>Fact checks using free and open source information via search \/ encyclopedia and rerun the whole model &#8211; Specific usecase for hallucinations in GAI \/ LLM for specific prompt to get facts<\/li>\n\n\n\n<li>Retrain by excluding the content &#8211; Expensive, time consuming and can&#8217;t guarantee in case of input requests coming which are close to original as model might classify \/ work on them correctly<\/li>\n\n\n\n<li>Block the results and inputs which are infringing on privacy but again this is expensive and time consuming<\/li>\n\n\n\n<li><a href=\"https:\/\/arxiv.org\/abs\/2209.02299\">[2209.02299] A Survey of Machine Unlearning (arxiv.org)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/tamlhp\/awesome-machine-unlearning\">GitHub &#8211; tamlhp\/awesome-machine-unlearning: Awesome Machine Unlearning (A Survey of Machine Unlearning)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/arxiv.org\/abs\/1912.03817\">[1912.03817] Machine Unlearning (arxiv.org)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/jjbrophy47\/machine_unlearning\">GitHub &#8211; jjbrophy47\/machine_unlearning: Existing Literature about Machine Unlearning<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/unlearning-challenge.github.io\/announcements\/2023\/06\/28\/starting-kit-announcement.html\">Starting kit now available | NeurIPS 2023 Machine Unlearning Challenge (unlearning-challenge.github.io)<\/a><\/li>\n\n\n\n<li>Challenge is to find a fundamental, programming agnostic approach like clustering, ANN, CNN and so on especially for deep learning which can help with requests for privacy, right to forget and similar<\/li>\n<\/ul>\n\n\n\n<p>Email me: Neil@HarwaniSystems.in<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Here are some links on machine unlearning &#8211; Part 1: Email me: Neil@HarwaniSystems.in<\/p>\n","protected":false},"author":2,"featured_media":1090,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[144],"tags":[83,284],"class_list":["post-1089","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiml","tag-machine-learning","tag-machine-unlearning"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/07\/woman-g26718bf6d_1280.jpg?fit=1280%2C720&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-hz","jetpack-related-posts":[{"id":1266,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/06\/keywords-from-day-3-4-of-online-workshop-on-development-and-deployment-of-aiot-based-solution-for-industrial-applications-by-nsut-delhi\/","url_meta":{"origin":1089,"position":0},"title":"Keywords from Day 3 &amp; 4 of Online Workshop on Development and Deployment of AIoT based solution for Industrial Applications by NSUT, Delhi","author":"Neil Harwani","date":"June 20, 2024","format":false,"excerpt":"Further to Day 1 & 2 keywords given here: Keywords from Day 1 & 2 of Online Workshop on Development and Deployment of AIoT based solution for Industrial Applications by NSUT, Delhi | LinkedIn, here are the keywords and details for Day 3 & 4 below: Day 3: Speakers: Swagatam\u2026","rel":"","context":"In &quot;AIoT&quot;","block_context":{"text":"AIoT","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiot\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":1216,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/02\/notes-on-explainability-interpretability-in-machine-learning-chatgpt-bard-generated\/","url_meta":{"origin":1089,"position":1},"title":"Notes on explainability &amp; interpretability in Machine Learning &#8211; ChatGPT &amp; BARD generated","author":"Neil Harwani","date":"February 4, 2024","format":false,"excerpt":"Explainability and interpretability in neural networks are crucial for understanding how these models make decisions, especially in critical applications like healthcare, finance, and autonomous vehicles. Several software tools and libraries have been developed to aid in this process, providing insights into the inner workings of complex models. Here are some\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/NN.png?fit=1069%2C1200&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/NN.png?fit=1069%2C1200&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/NN.png?fit=1069%2C1200&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/NN.png?fit=1069%2C1200&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/02\/NN.png?fit=1069%2C1200&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":131,"url":"https:\/\/www.techandtrain.com\/blog\/2017\/11\/bpm-business-process-management-and-trends\/","url_meta":{"origin":1089,"position":2},"title":"BPM (Business Process Management) and trends","author":"Neil Harwani","date":"November 6, 2017","format":false,"excerpt":"Business process management from 1990s \/ 2000s in simplest terms is a set of activities (automated or manual) with breaks for events and interactions with external systems \/ human beings along with notifications \/ rules \/ filters \/ etc. Traditional BPM \/ Workflows included manual and automated tasks, integrations (mainly\u2026","rel":"","context":"In &quot;Enterprise Content Management&quot;","block_context":{"text":"Enterprise Content Management","link":"https:\/\/www.techandtrain.com\/blog\/category\/enterprise-content-management\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2017\/11\/BPM.jpg?fit=1080%2C720&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1074,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/05\/short-list-of-good-courses-links-books-on-mathematics-operating-systems-and-aiml-chatgpt-part-1\/","url_meta":{"origin":1089,"position":3},"title":"Short list of good courses \/ links \/ books on Mathematics, Operating Systems and AIML \/ ChatGPT &#8211; Part 1","author":"Neil Harwani","date":"May 21, 2023","format":false,"excerpt":"Here is a short list of good courses \/ links \/ books on Mathematics, Operating Systems and AIML \/ ChatGPT - Part 1: Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com Programming Foundations: Numerical Mathematics and Calculations Online Class | LinkedIn Learning, formerly Lynda.com Machine Learning\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/geometry-g69584ea1e_1920.jpg?fit=1200%2C790&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/geometry-g69584ea1e_1920.jpg?fit=1200%2C790&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/geometry-g69584ea1e_1920.jpg?fit=1200%2C790&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/geometry-g69584ea1e_1920.jpg?fit=1200%2C790&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/geometry-g69584ea1e_1920.jpg?fit=1200%2C790&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":385,"url":"https:\/\/www.techandtrain.com\/blog\/2018\/11\/how-to-solve-a-machine-learning-problem-1\/","url_meta":{"origin":1089,"position":4},"title":"How to solve a machine learning problem ? &#8211; 1","author":"Neil Harwani","date":"November 24, 2018","format":false,"excerpt":"\u00a0 Select a language like for example either of R or Python Select a machine learning package to use and associated data manipulation, charting, output, etc. packages Get and explore the data using techniques like Exploratory Data Analysis for an initial understanding of data and some inferences Break your original\u2026","rel":"","context":"In &quot;Analytics&quot;","block_context":{"text":"Analytics","link":"https:\/\/www.techandtrain.com\/blog\/category\/analytics\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/11\/ML.jpg?fit=1200%2C805&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/11\/ML.jpg?fit=1200%2C805&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/11\/ML.jpg?fit=1200%2C805&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/11\/ML.jpg?fit=1200%2C805&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2018\/11\/ML.jpg?fit=1200%2C805&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":557,"url":"https:\/\/www.techandtrain.com\/blog\/2020\/02\/what-are-we-doing-in-ai-ml-data-science-decision-science-analytics-world-glossary\/","url_meta":{"origin":1089,"position":5},"title":"What are we doing in AI \/ ML \/ Data Science \/ Decision Science \/ Analytics World? &#8211; Glossary","author":"Neil Harwani","date":"February 17, 2020","format":false,"excerpt":"Over the last few years I have explored, programmed, worked in, researched and taught Data Science \/ AI \/ ML \/ Analytics \/ Decision Science to multiple students and with many software professionals. I have collected many keywords that you can google and explore. This will help you to keep\u2026","rel":"","context":"In &quot;Analytics&quot;","block_context":{"text":"Analytics","link":"https:\/\/www.techandtrain.com\/blog\/category\/analytics\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/02\/Mathematics.jpg?fit=960%2C490&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/02\/Mathematics.jpg?fit=960%2C490&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/02\/Mathematics.jpg?fit=960%2C490&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2020\/02\/Mathematics.jpg?fit=960%2C490&ssl=1&resize=700%2C400 2x"},"classes":[]}],"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1089","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/comments?post=1089"}],"version-history":[{"count":1,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1089\/revisions"}],"predecessor-version":[{"id":1091,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1089\/revisions\/1091"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media\/1090"}],"wp:attachment":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media?parent=1089"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/categories?post=1089"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/tags?post=1089"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}