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Message: <blockquote data-quote="indiehacker" data-source="post: 29443781" data-attributes="member: 585462">If I had to learn ML math theory all over again, this would be my (insanely aggressive) 12-month curriculum of FREE courses:<img class="smilie smilie--emoji" loading="lazy" alt="📊" title="Bar chart    :bar_chart:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f4ca.png" data-shortname=":bar_chart:" /> 𝗝𝗮𝗻𝘂𝗮𝗿𝘆 - 𝗥𝗮𝗻𝗱𝗼𝗺 𝗩𝗮𝗿𝗶𝗮𝗯𝗹𝗲𝘀 & 𝗣𝗿𝗼𝗯𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝗗𝗶𝘀𝘁𝗿𝗶𝗯𝘂𝘁𝗶𝗼𝗻𝘀Topics: prob distributions, variance, skewness & kurtosis, correlationCourse: Prob & Stats (DLai/Coursera) Modules 1-2 - <a href="https://www.coursera.org/learn/machine-learning-probability-and-statistics" target="_blank">https://www.coursera.org/learn/machine-learning-probability-and-statistics</a><img class="smilie smilie--emoji" loading="lazy" alt="📈" title="Chart increasing    :chart_with_upwards_trend:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f4c8.png" data-shortname=":chart_with_upwards_trend:" /> 𝗙𝗲𝗯𝗿𝘂𝗮𝗿𝘆 - 𝗦𝗮𝗺𝗽𝗹𝗶𝗻𝗴, 𝗣𝗼𝗶𝗻𝘁 𝗘𝘀𝘁𝗶𝗺𝗮𝘁𝗶𝗼𝗻, & 𝗛𝘆𝗽𝗼𝘁𝗵𝗲𝘀𝗶𝘀 𝗧𝗲𝘀𝘁𝗶𝗻𝗴Topics: Central Limit Thm, MLE, confidence intervals, p-value, t-testsCourse: Prob & Stats (DLai/Coursera) Modules 3-4 - <a href="https://www.coursera.org/learn/machine-learning-probability-and-statistics" target="_blank">https://www.coursera.org/learn/machine-learning-probability-and-statistics</a><img class="smilie smilie--emoji" loading="lazy" alt="📚" title="Books    :books:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f4da.png" data-shortname=":books:" /> 𝗠𝗮𝗿𝗰𝗵 - 𝗕𝗮𝘆𝗲𝘀𝗶𝗮𝗻 𝗦𝘁𝗮𝘁𝗶𝘀𝘁𝗶𝗰𝘀Topics: bayesian inference, bayesian testing, bayesian regressionCourse: Bayesian Stats (Duke/Coursera): <a href="https://www.coursera.org/learn/bayesian" target="_blank">https://www.coursera.org/learn/bayesian</a><img class="smilie smilie--emoji" loading="lazy" alt="📡" title="Satellite antenna    :satellite:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f4e1.png" data-shortname=":satellite:" /> 𝗔𝗽𝗿𝗶𝗹 - 𝗜𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻 𝗧𝗵𝗲𝗼𝗿𝘆Topics: communication theory, markov chains, entropy, compressionCourse: Information Theory (Khan Academy) - <a href="https://www.khanacademy.org/computing/computer-science/informationtheory" target="_blank">https://www.khanacademy.org/computing/computer-science/informationtheory</a><img class="smilie smilie--emoji" loading="lazy" alt="📙" title="Orange book    :orange_book:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f4d9.png" data-shortname=":orange_book:" /> 𝗠𝗮𝘆 - 𝗦𝗶𝗻𝗴𝗹𝗲 𝗩𝗮𝗿𝗶𝗮𝗯𝗹𝗲 𝗖𝗮𝗹𝗰𝘂𝗹𝘂𝘀 - 𝗣𝗮𝗿𝘁 𝗜Topics: limit & continuity definition, derivative rulesCourse: Calculus AB (Khan Academy) (Units 1-5) - <a href="https://www.khanacademy.org/math/ap-calculus-ab" target="_blank">https://www.khanacademy.org/math/ap-calculus-ab</a><img class="smilie smilie--emoji" loading="lazy" alt="🔍" title="Magnifying glass tilted left    :mag:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f50d.png" data-shortname=":mag:" /> 𝗝𝘂𝗻𝗲 - 𝗦𝗶𝗻𝗴𝗹𝗲 𝗩𝗮𝗿𝗶𝗮𝗯𝗹𝗲 𝗖𝗮𝗹𝗰𝘂𝗹𝘂𝘀 - 𝗣𝗮𝗿𝘁 𝗜𝗜Topics: integration, differential equationsCourse: Calculus AB (Khan Academy) (Units 6-10) - <a href="https://www.khanacademy.org/math/ap-calculus-ab" target="_blank">https://www.khanacademy.org/math/ap-calculus-ab</a><img class="smilie smilie--emoji" loading="lazy" alt="⛰️" title="Mountain    :mountain:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/26f0.png" data-shortname=":mountain:" /> 𝗝𝘂𝗹𝘆 - 𝗠𝘂𝗹𝘁𝗶𝘃𝗮𝗿𝗶𝗮𝘁𝗲 𝗖𝗮𝗹𝗰𝘂𝗹𝘂𝘀Topics: partial derivatives, chain rule, gradientsCourse: Multivariable Calculus (My CS/YouTube) - [MEDIA=youtube]e9L17SoGT8c[/MEDIA]<img class="smilie smilie--emoji" loading="lazy" alt="🧩" title="Puzzle piece    :jigsaw:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f9e9.png" data-shortname=":jigsaw:" /> 𝗔𝘂𝗴𝘂𝘀𝘁 - 𝗕𝗮𝘀𝗶𝗰 𝗟𝗶𝗻𝗲𝗮𝗿 𝗔𝗹𝗴𝗲𝗯𝗿𝗮Topics: vectors & spaces, matrix ops, bases, determinants, eigen*Course: Linear Algebra (Khan Academy): <a href="https://www.khanacademy.org/math/linear-algebra" target="_blank">https://www.khanacademy.org/math/linear-algebra</a><img class="smilie smilie--emoji" loading="lazy" alt="🧮" title="Abacus    :abacus:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f9ee.png" data-shortname=":abacus:" /> 𝗦𝗲𝗽𝘁𝗲𝗺𝗯𝗲𝗿 - 𝗔𝗱𝘃𝗮𝗻𝗰𝗲𝗱 𝗟𝗶𝗻𝗲𝗮𝗿 𝗔𝗹𝗴𝗲𝗯𝗿𝗮Topics:, Markov matrices, pos def matrices, SVD, change of basisCourse: Linear Algebra (MIT): <a href="https://web.mit.edu/18.06/www/" target="_blank">https://web.mit.edu/18.06/www/</a><img class="smilie smilie--emoji" loading="lazy" alt="🎯" title="Direct hit    :dart:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f3af.png" data-shortname=":dart:" /> 𝗢𝗰𝘁𝗼𝗯𝗲𝗿 - 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻Topics: convex analysis, linear/quadr. programs, minimax, duality theoryCourse: Optimization for ML (Stanford): <a href="https://lnkd.in/eahBakf4" target="_blank">https://lnkd.in/eahBakf4</a><img class="smilie smilie--emoji" loading="lazy" alt="🕸️" title="Spider web    :spider_web:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f578.png" data-shortname=":spider_web:" /> 𝗡𝗼𝘃𝗲𝗺𝗯𝗲𝗿 - 𝗚𝗿𝗮𝗽𝗵 𝗧𝗵𝗲𝗼𝗿𝘆Topics: Eulerian & Hamiltonian cycles, trees, bipartite and planar graphsCourse: Intro to Graph Theory (UCSD/Coursera) - <a href="https://lnkd.in/efvahrKF" target="_blank">https://lnkd.in/efvahrKF</a><img class="smilie smilie--emoji" loading="lazy" alt="🔊" title="Speaker high volume    :loud_sound:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f50a.png" data-shortname=":loud_sound:" /> 𝗗𝗲𝗰𝗲𝗺𝗯𝗲𝗿 - 𝗦𝗶𝗴𝗻𝗮𝗹 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴Topics: Fourier transform, digital filters, image processingCourse: Digital Signal Processing (EPFL/Coursera) - <a href="https://lnkd.in/eznpM_62" target="_blank">https://lnkd.in/eznpM_62</a>--Make it your 2024 new year's resolution! <img class="smilie smilie--emoji" loading="lazy" alt="🚀" title="Rocket    :rocket:" src="https://cdn.jsdelivr.net/joypixels/assets/6.6/png/unicode/64/1f680.png" data-shortname=":rocket:" />#machinelearning #datascienceSource: <a href="https://www.linkedin.com/feed/update/urn:li:activity:7139951204528214017" target="_blank">https://www.linkedin.com/feed/update/urn:li:activity:7139951204528214017</a></blockquote>

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