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Mathematics Overview

Aug 6, 2020Last updated: May 12, 2021
Overview in 🔢 math

This is the overview page for area Mathematics.

Mathematics is the language of nature. Or at least the best thing that humans have at disposal to understand nature. This is a collection of posts around computer science, machine learning, reinforcement learning and other research-y topics I am involved in.

Oct 14, 2021Elements of LearningML & Stats in 🔢 math
Sep 16, 2021Gradient Boosted Decision Trees: A RecapML & Stats in 🔢 math
Sep 13, 2021The Gaussian CheatsheetML & Stats in 🔢 math
Aug 2, 2021Machine Learning coursesML & Stats in 🔢 math
Jul 9, 2021Topics in Bayesian Machine LearningML & Stats in 🔢 math
Jun 28, 2021Machine Learning Talks & WorkshopsML & Stats in 🔢 math
May 12, 2021Mathematics OverviewOverview in 🔢 math
Dec 28, 2020The Gibbs distribution and general BayesML & Stats in 🔢 math
Nov 17, 2020Why is Bayesian inference hard?ML & Stats in 🔢 math
Nov 13, 2020Machine Learning literatureML & Stats in 🔢 math
Nov 10, 2020IntegraphsUncategorized in 🔢 math
Oct 18, 2020Topics in Numerical Linear AlgebraLinear Algebra in 🔢 math
Sep 28, 2020Orthogonal projectors and linear regressionLinear Algebra in 🔢 math
Aug 30, 2020Discovering Taylor series the hard wayLinear Algebra in 🔢 math
Aug 24, 2020Linear Algebra Done RightLinear Algebra in 🔢 math
Aug 23, 2020ML FragmentsResearch in 🔢 math
Jul 10, 2020An Introduction to Epipolar GeometryComputer vision in 🔢 math
Jul 5, 2020RL: Tricks of the TradeResearch in 🔢 math
Feb 2, 2020Deriving the Cross Entropy MethodReinforcement learning in 🔢 math
Mar 17, 2019The Stein GradientML & Stats in 🔢 math
May 21, 2018Policy Gradients in a NutshellReinforcement learning in 🔢 math
Feb 6, 2018When does SGD work well?ML & Stats in 🔢 math
Dec 4, 2017The beauty of Bayesian LearningML & Stats in 🔢 math
Oct 15, 2017Visualizing the Confusion MatrixML & Stats in 🔢 math
Oct 8, 2017The magic of Automatic DifferentiationML & Stats in 🔢 math
Jul 18, 2017A Primer on Projective GeometryComputer vision in 🔢 math
Jun 24, 2017Introduction to RANSACComputer vision in 🔢 math

© 2021 Sanyam Kapoor