Mainak's PMRF Tutorials videos - Search - BetterTube

Session 23: Dimensionality Reduction - Principal Component Analysis, Linear Discriminant Analysis

Session 23: Dimensionality Reduction - Principal Component Analysis, Linear Discriminant Analysis Mainak's PMRF Tutorials

365 views - 1 year ago

Session 13: What's Machine Learning? Supervised Learning - Linear and Ridge Regression (many views)

Session 13: What's Machine Learning? Supervised Learning - Linear and Ridge Regression (many views) Mainak's PMRF Tutorials

718 views - 1 year ago

Session 21: Backpropagation, Dropout, Bias-variance tradeoff, Prevent overfitting or underfitting

Session 21: Backpropagation, Dropout, Bias-variance tradeoff, Prevent overfitting or underfitting Mainak's PMRF Tutorials

371 views - 1 year ago

Session 12 Solving difference equations - Fibonacci sequence, Singular Value Decomposition

Session 12 Solving difference equations - Fibonacci sequence, Singular Value Decomposition Mainak's PMRF Tutorials

138 views - 1 year ago

Session 18 Synchronous Q-learning, Model-free, based, tabular, with Linear Fn. Approx., Convergence

Session 18 Synchronous Q-learning, Model-free, based, tabular, with Linear Fn. Approx., Convergence Mainak's PMRF Tutorials

53 views - 9 months ago

Session 7: MDPs, Action, Value, Reward functions, Bellman Equations 1, Examples

Session 7: MDPs, Action, Value, Reward functions, Bellman Equations 1, Examples Mainak's PMRF Tutorials

180 views - 10 months ago

Session 7: Statistical tests - confidence interval, z-test, t-test - 1 & 2 sample, chi-square test

Session 7: Statistical tests - confidence interval, z-test, t-test - 1 & 2 sample, chi-square test Mainak's PMRF Tutorials

189 views - 1 year ago

Session 1: Introduction to counting, RVs, and distributions

Session 1: Introduction to counting, RVs, and distributions Mainak's PMRF Tutorials

639 views - 2 years ago

NPTEL_IntroML_CS97_tutorial8

NPTEL_IntroML_CS97_tutorial8 Mainak's PMRF Tutorials

340 views - 3 years ago

Session 19: Asynchronous Q learning, Classification in ML, MLE, Logistic and Softmax Regression

Session 19: Asynchronous Q learning, Classification in ML, MLE, Logistic and Softmax Regression Mainak's PMRF Tutorials

265 views - 8 months ago

Session 8: Introduction to Linear Algebra, Gauss-Jordan Elimination, Vector Spaces and Subspaces

Session 8: Introduction to Linear Algebra, Gauss-Jordan Elimination, Vector Spaces and Subspaces Mainak's PMRF Tutorials

259 views - 1 year ago

Session 10: Stochastic Shortest Path, Bellman Operators, Proof of convergence of Policy Evaluation

Session 10: Stochastic Shortest Path, Bellman Operators, Proof of convergence of Policy Evaluation Mainak's PMRF Tutorials

127 views - 10 months ago

Session 18: Constrained Optimization Problems, Lagrangian Multipliers, Duality, SVM - Dual Form

Session 18: Constrained Optimization Problems, Lagrangian Multipliers, Duality, SVM - Dual Form Mainak's PMRF Tutorials

269 views - 1 year ago

Session 1 Recap on Random Variables, Exemplar Discrete Distributions, Expectations

Session 1 Recap on Random Variables, Exemplar Discrete Distributions, Expectations Mainak's PMRF Tutorials

461 views - 11 months ago

Session 2: Random Variables - Discrete RVs, Expectation, Variances and their properties

Session 2: Random Variables - Discrete RVs, Expectation, Variances and their properties Mainak's PMRF Tutorials

429 views - 2 years ago

Session 20: Deep Neural Networks, MLP, Backpropagation, Policy Gradient, REINFORCE

Session 20: Deep Neural Networks, MLP, Backpropagation, Policy Gradient, REINFORCE Mainak's PMRF Tutorials

91 views - 8 months ago

Session 19: Kernel SVM, KKT conditions, Primal solutions, Sequential minimal optimization, SVR

Session 19: Kernel SVM, KKT conditions, Primal solutions, Sequential minimal optimization, SVR Mainak's PMRF Tutorials

314 views - 1 year ago

Session 20: Perceptron, Perceptron Learning Algorithm, Convergence Proof, MLPs, Forward Propagation

Session 20: Perceptron, Perceptron Learning Algorithm, Convergence Proof, MLPs, Forward Propagation Mainak's PMRF Tutorials

250 views - 1 year ago

Session 14: Gradient Descent works! Its Applications, Bayesian Decision Making, Bayesian Risk

Session 14: Gradient Descent works! Its Applications, Bayesian Decision Making, Bayesian Risk Mainak's PMRF Tutorials

325 views - 1 year ago

Session 5: Joint Distributions, Conditional Expectation, Markov Ineq., Weak Law of Large Numbers

Session 5: Joint Distributions, Conditional Expectation, Markov Ineq., Weak Law of Large Numbers Mainak's PMRF Tutorials

226 views - 1 year ago