{"id":1074,"date":"2023-05-21T18:08:54","date_gmt":"2023-05-21T12:38:54","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=1074"},"modified":"2025-10-22T14:53:05","modified_gmt":"2025-10-22T09:23:05","slug":"short-list-of-good-courses-links-books-on-mathematics-operating-systems-and-aiml-chatgpt-part-1","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2023\/05\/short-list-of-good-courses-links-books-on-mathematics-operating-systems-and-aiml-chatgpt-part-1\/","title":{"rendered":"Short list of good courses \/ links \/ books on Mathematics, Operating Systems and AIML \/ ChatGPT &#8211; Part 1"},"content":{"rendered":"\n<p>Here is a short list of good courses \/ links \/ books on Mathematics, Operating Systems and AIML \/ ChatGPT &#8211; Part 1:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/machine-learning-foundations-linear-algebra\">Machine Learning Foundations: Linear Algebra Online Class | LinkedIn Learning, formerly Lynda.com<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/programming-foundations-numerical-mathematics-and-calculations\">Programming Foundations: Numerical Mathematics and Calculations Online Class | LinkedIn Learning, formerly Lynda.com<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/machine-learning-foundations-calculus\">Machine Learning Foundations: Calculus Online Class | LinkedIn Learning, formerly Lynda.com<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/numpy-essential-training-1-foundations-of-numpy\">NumPy Essential Training: 1 Foundations of NumPy Online Class | LinkedIn Learning, formerly Lynda.com<\/a>&nbsp;&#8211; Watch the whole series<\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/statistics-foundations-1-the-basics\">Statistics Foundations 1: The Basics Online Class | LinkedIn Learning, formerly Lynda.com<\/a>&nbsp;&#8211; Watch the whole series<\/li>\n\n\n\n<li><a href=\"https:\/\/www.khanacademy.org\/math\">Math | Khan Academy<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.cse.iitd.ac.in\/~srsarangi\/courses\/2023\/col_331_2023\/index.html\">COL 331 and COL 633: Operating Systems (iitd.ac.in)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/introduction-to-prompt-engineering-for-generative-ai\/joining-the-nlp-revolution?autoplay=true\">Joining the NLP Revolution (linkedin.com)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/prompt-engineering-how-to-talk-to-the-ais\/talking-to-the-ais?autoplay=true\">Talking to the AIs (linkedin.com)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/gpt-4-the-new-gpt-release-and-what-you-need-to-know\/stand-out-in-ai-development-with-gpt-4?autoplay=true\">Stand out in AI development with GPT 4 (linkedin.com)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/introduction-to-generative-adversarial-networks-gans\">Introduction to Generative Adversarial Networks (GANs) Online Class | LinkedIn Learning, formerly Lynda.com<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/neural-networks-and-convolutional-neural-networks-essential-training\">Neural Networks and Convolutional Neural Networks Essential Training Online Class | LinkedIn Learning, formerly Lynda.com<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.linkedin.com\/learning\/deep-learning-getting-started\/getting-started-with-deep-learning?autoplay=true\">Getting started with deep learning (linkedin.com)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.coursera.org\/collections\/machine-learning\">Andrew Ng\u2019s Machine Learning Collection | Coursera<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.deeplearning.ai\/courses\/\">Courses &#8211; DeepLearning.AI<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.andrewng.org\/courses\/\">Courses | Andrew Ng<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.kdnuggets.com\/2020\/12\/15-free-data-science-machine-learning-statistics-ebooks-2021.html\">15 Free Data Science, Machine Learning &amp; Statistics eBooks for 2021 &#8211; KDnuggets<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/leanpub.com\/theMLbook\">Hundred-Page Machine Learning\u2026 by Andriy Burkov [PDF\/iPad\/Kindle] (leanpub.com)<\/a><\/li>\n<\/ul>\n\n\n\n<p>Email me: Neil@HarwaniSystems.in<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Here is a short list of good courses \/ links \/ books on Mathematics, Operating Systems and AIML \/ ChatGPT [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":1075,"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":[144,72,82,115,70],"tags":[117,280,278,279,277],"class_list":["post-1074","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiml","category-analytics","category-data-science","category-machine-learning","category-mathematics","tag-aiml","tag-chatgpt","tag-mathematics","tag-operating-systems","tag-shortlist"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/geometry-g69584ea1e_1920.jpg?fit=1920%2C1264&ssl=1","jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-hk","jetpack-related-posts":[{"id":698,"url":"https:\/\/www.techandtrain.com\/blog\/2021\/03\/four-waves-of-artificial-intelligence-machine-learning\/","url_meta":{"origin":1074,"position":0},"title":"Four waves of Artificial Intelligence &#038; Machine Learning","author":"Neil Harwani","date":"March 19, 2021","format":false,"excerpt":"While teaching students in two different courses (AIML & \"Data Science and Analysis\"), there was a requirement to categorize historical AI & ML along with it's interface with Data Science. To start: AI is the superset, ML is a subset of AI, Neural Networks (Deep Learning) are specialized subsets of\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\/2021\/03\/LighBulb.jpg?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2021\/03\/LighBulb.jpg?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2021\/03\/LighBulb.jpg?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2021\/03\/LighBulb.jpg?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2021\/03\/LighBulb.jpg?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1080,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/06\/liferay-aiml-generative-ai-part-1\/","url_meta":{"origin":1074,"position":1},"title":"Liferay &amp; AIML \/ Generative AI &#8211; Part 1","author":"Neil Harwani","date":"June 16, 2023","format":false,"excerpt":"What all is possible with Liferay & AIML \/ Generative AI? - Part 1. Liferay being open source we can integrate GAI \/ AIML with Liferay for: Generating content & images in web content section Generating automated blogs, tags, categories and UIUX flows Assistant which could redirect us to relevant\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\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/06\/binary-1536646_1920.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1288,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/08\/learnings-from-emasters-data-science-for-decision-making-iit-gandhinagar-part-1\/","url_meta":{"origin":1074,"position":2},"title":"Learnings from eMasters Data Science for Decision Making &#8211; IIT Gandhinagar &#8211; Part 1","author":"Neil Harwani","date":"August 11, 2024","format":false,"excerpt":"Below are the learnings from eMasters Data Science for Decision Making - IIT Gandhinagar - Part 1. This needs to be an article in itself. You can find more details here about eDSDM here: e-Masters | IITGNX There is Mathematics for your AIML problem in feature engineering, preprocessing, evaluation metrics,\u2026","rel":"","context":"In &quot;Analytics&quot;","block_context":{"text":"Analytics","link":"https:\/\/www.techandtrain.com\/blog\/category\/analytics\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/08\/DataScience.jpg?fit=1200%2C800&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/08\/DataScience.jpg?fit=1200%2C800&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/08\/DataScience.jpg?fit=1200%2C800&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/08\/DataScience.jpg?fit=1200%2C800&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/08\/DataScience.jpg?fit=1200%2C800&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1426,"url":"https:\/\/www.techandtrain.com\/blog\/2025\/02\/top-100-mathematics-keywords-for-data-science-part-1\/","url_meta":{"origin":1074,"position":3},"title":"Top 100 mathematics keywords for Data Science &#8211; Part 1","author":"Neil Harwani","date":"February 22, 2025","format":false,"excerpt":"Whoever is teaching you data science without teaching you Mathematics especially optimization is not teaching it right to you. That's my biggest learning from Master of Data Science at IIT Gandhinagar - it will take you good 2 years to learn the related mathematics in all four major areas below.\u2026","rel":"","context":"In &quot;Data Science&quot;","block_context":{"text":"Data Science","link":"https:\/\/www.techandtrain.com\/blog\/category\/data-science\/"},"img":{"alt_text":"Image credit: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/Data.jpg?fit=1200%2C801&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/Data.jpg?fit=1200%2C801&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/Data.jpg?fit=1200%2C801&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/Data.jpg?fit=1200%2C801&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2025\/02\/Data.jpg?fit=1200%2C801&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1089,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/07\/links-on-machine-unlearning-part-1\/","url_meta":{"origin":1074,"position":4},"title":"Links on Machine Unlearning &#8211; Part 1","author":"Neil Harwani","date":"July 3, 2023","format":false,"excerpt":"Here are some links on machine unlearning - Part 1: Announcing the first Machine Unlearning Challenge \u2013 Google Research Blog (googleblog.com) Now That Machines Can Learn, Can They Unlearn?\u00a0| WIRED Fact checks using free and open source information via search \/ encyclopedia and rerun the whole model - Specific usecase\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credit: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/07\/woman-g26718bf6d_1280.jpg?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/07\/woman-g26718bf6d_1280.jpg?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/07\/woman-g26718bf6d_1280.jpg?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/07\/woman-g26718bf6d_1280.jpg?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/07\/woman-g26718bf6d_1280.jpg?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1541,"url":"https:\/\/www.techandtrain.com\/blog\/2026\/04\/dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt\/","url_meta":{"origin":1074,"position":5},"title":"Dimensions for Artificial Intelligence \/ GenAI \/ LLMs \/ Deep Learning \/ Neural Networks \/ Data Science to ponder on &#8211; Part 1-Assisted by AI &#8211; ChatGPT","author":"Neil Harwani","date":"April 17, 2026","format":false,"excerpt":"\ud83e\udde0 1. Model Performance & Quality Beyond accuracy: Precision \/ Recall \/ F1-score ROC-AUC Calibration (probability correctness) Generalization ability Robustness (noise, adversarial inputs) Stability (variance across runs) Overfitting \/ Underfitting control Latency (response time) Throughput (requests per second) \u2696\ufe0f 2. Responsible AI \/ Ethics Along with fairness, bias, explainability, interpretability:\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Image credit: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/04\/Dimensions.jpg?fit=640%2C360&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/04\/Dimensions.jpg?fit=640%2C360&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/04\/Dimensions.jpg?fit=640%2C360&ssl=1&resize=525%2C300 1.5x"},"classes":[]}],"jetpack_likes_enabled":true,"_links":{"self":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1074","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=1074"}],"version-history":[{"count":2,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1074\/revisions"}],"predecessor-version":[{"id":1077,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1074\/revisions\/1077"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media\/1075"}],"wp:attachment":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media?parent=1074"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/categories?post=1074"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/tags?post=1074"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}