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Bayesian Inference-MCMC and Variational Inference-sep14-2022.pdf
Sep 19, 2022
Sep 19, 2022
Chandrajit Bajaj
1.6 MB
Bayesian-inference-markov-chain-monte-carlo-Sep12-2022.pdf
Sep 19, 2022
Sep 19, 2022
Chandrajit Bajaj
2.1 MB
Designing Controllers and with Optimality - HackMD.pdf
Apr 22, 2022
Apr 22, 2022
1.2 MB
Diffusion Models - Introduction .pdf
Oct 26, 2022
Oct 26, 2022
Chandrajit Bajaj
10.4 MB
Dynamical Systems, Stability, and Deep Learning - HackMD.pdf
Aug 20, 2022
Aug 20, 2022
Chandrajit Bajaj
3.4 MB
Fall2022-Modern-Optimal-Control-1.pdf
Aug 31, 2022
Aug 31, 2022
Chandrajit Bajaj
4.3 MB
Game Theory_ Actionable Machine Learning - HackMD.pdf
May 1, 2022
May 1, 2022
619 KB
Games & Multi-Agent Reinforcement Learning II - HackMD.pdf
Nov 16, 2022
Nov 16, 2022
Chandrajit Bajaj
4.4 MB
Guided Policy Search II_ Training - HackMD.pdf
Apr 25, 2022
Apr 25, 2022
10.6 MB
Lec-Intro-MDP-POMDP-2022.pdf
Nov 7, 2022
Nov 7, 2022
Chandrajit Bajaj
3.9 MB
Lec-notes-Bayesian inference_ MCMC and Variational Inference.pdf
Sep 15, 2022
Sep 15, 2022
Chandrajit Bajaj
1.9 MB
Lec10_02_21_20222-Expectation Maximization.pdf
Feb 22, 2022
Feb 22, 2022
2.6 MB
Lec11-02-23-2022-Statistical Machine Learning II...yesian Modeling and Inference.pdf
Feb 28, 2022
Feb 28, 2022
5 MB
Lec12-02-28-2022-Bayesian Modeling with Multivariate Gaussians.pdf
Feb 28, 2022
Feb 28, 2022
4.3 MB
lec16-03-23-2022-svm-intro.pdf
Mar 31, 2022
Mar 31, 2022
2.1 MB
Lec16-17-03-02-07-2022-Gaussian Processes for Learning Non-Linear Functions.pdf
Feb 28, 2022
Feb 28, 2022
7.6 MB
lec19-04-04-2022-svm-sgd.pdf
Mar 31, 2022
Mar 31, 2022
2.8 MB
lect20-04-06-2022-Stochastic Optimization via Gradient Descent.html
Apr 6, 2022
Apr 6, 2022
144 KB
Lecture Models-from-Data_Part I_ Projections -Gradient Descent.pdf
Mar 31, 2022
Mar 31, 2022
3.8 MB
Lecture1-01-19-2022.pdf
Jan 23, 2022
Jan 23, 2022
2.2 MB
Lecture2-01-24-2022.pdf
Jan 24, 2022
Jan 24, 2022
6.8 MB
Lecture3-01-26-2022.pdf
Jan 26, 2022
Jan 26, 2022
7.5 MB
Lecture4-01-31-2022.pdf
Jan 31, 2022
Jan 31, 2022
2.7 MB
Lecture5_02_02_2022_Sampling-HighDim.pdf
Feb 2, 2022
Feb 2, 2022
555 KB
Lecture6-02_09_2022_CS378-RandomWalk-MCMC.pdf
Feb 8, 2022
Feb 8, 2022
378 KB
Lecture7_02_09-2022-RandomWalks-MCMC.pdf
Feb 14, 2022
Feb 14, 2022
378 KB
Lecture8_02_14_2022_Convex-Optimization.pdf
Feb 14, 2022
Feb 14, 2022
431 KB
Lecture9_02_16_2022-random-projections-RL.pdf
Feb 16, 2022
Feb 16, 2022
253 KB
Machine_learning_meets_Kalman_Filtering.pdf
Nov 7, 2022
Nov 7, 2022
Chandrajit Bajaj
1 MB
Markov Decision Processes and Markov Games - HackMD.pdf
Apr 25, 2022
Apr 25, 2022
660 KB
MARL-Markov-games-survey.pdf
Nov 14, 2022
Nov 14, 2022
Chandrajit Bajaj
826 KB
MDP-MarkovGames1.pdf
Nov 14, 2022
Nov 14, 2022
Chandrajit Bajaj
770 KB
Multiagent Q-Learning: Preliminary Study on Dominance between the Nash and Stackelberg Equilibriums - HackMD.pdf
Jul 1, 2022
Jul 1, 2022
222 KB
note19-04-04-2022-sgd.pdf
Apr 4, 2022
Apr 4, 2022
161 KB
Notebook-duvenaudSDE-oct22.pdf
Oct 19, 2022
Oct 19, 2022
Chandrajit Bajaj
551 KB
notebook-neuralODE-oct22.pdf
Oct 19, 2022
Oct 19, 2022
Chandrajit Bajaj
728 KB
physics-of-energy-based-models - HackMD.pdf
Nov 28, 2022
Nov 28, 2022
Chandrajit Bajaj
2.6 MB
Reinforcement Learning (RL — Guided Policy Search (GPS)) - HackMD.pdf
Apr 25, 2022
Apr 25, 2022
2.7 MB
RL — LQR & iLQR Linear Quadratic Regulator - HackMD.pdf
Apr 22, 2022
Apr 22, 2022
3.9 MB
Sparse Variational Gaussian Processess (SVGP) — Part 3 - HackMD.pdf
Oct 3, 2022
Oct 3, 2022
Chandrajit Bajaj
4.3 MB
Sparse Variational Gaussian Processess (SVGP) II - HackMD.pdf
Oct 3, 2022
Oct 3, 2022
Chandrajit Bajaj
5.4 MB
Spring_2022_03-22-2022-Lecture_Kernel-SVM-PredML.pdf
Mar 22, 2022
Mar 22, 2022
281 KB
Spring_2022_Lecture_Kernel-LDA_PredML.pdf
Mar 22, 2022
Mar 22, 2022
281 KB
Spring_2022_Lecture_Kernel-PCA-PredML.pdf
Mar 22, 2022
Mar 22, 2022
268 KB
Spring_2022_Lecture_LQR-Dynamics.pdf
Apr 12, 2022
Apr 12, 2022
281 KB
The Multi-Armed Bandit Problem and Its Solutions - HackMD.pdf
Nov 7, 2022
Nov 7, 2022
Chandrajit Bajaj
1.9 MB
The-kalman-filter - HackMD.pdf
Nov 7, 2022
Nov 7, 2022
Chandrajit Bajaj
492 KB
Understanding Generative Adversarial Networks-Sep19-2022.pdf
Sep 19, 2022
Sep 19, 2022
Chandrajit Bajaj
1 MB