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Bajaj-Sampling-Slides-2023.pdf
Sep 11, 2023
Sep 11, 2023
Chandrajit Bajaj
14.2 MB
Fall2023_notes_1.pdf
Aug 24, 2023
Aug 24, 2023
Shubham Bhardwaj
1.5 MB
Fall2023_notes2.pdf
Aug 24, 2023
Aug 24, 2023
Shubham Bhardwaj
420 KB
flaschka-concentration-geomHigh.pdf
Sep 3, 2023
Sep 3, 2023
Chandrajit Bajaj
543 KB
Game Theory_ Actionable Machine Learning - HackMD.pdf
May 1, 2022
May 1, 2022
619 KB
Guided Policy Search II_ Training - HackMD.pdf
Apr 25, 2022
Apr 25, 2022
10.6 MB
Lec-notebook-neuralODE-oct22.pdf
Nov 12, 2023
Nov 12, 2023
Chandrajit Bajaj
728 KB
Lec1-Learning-Dynamic-Environments-2023.pdf
Aug 24, 2023
Aug 24, 2023
Shubham Bhardwaj
16.3 MB
Lec3-generalization-error-in-machine-learning.pdf
Aug 24, 2023
Aug 24, 2023
Shubham Bhardwaj
2.8 MB
Lec10_02_21_20222-Expectation Maximization.pdf
Feb 22, 2022
Feb 22, 2022
2.6 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 3 _ Learning Theory and Model Selection - HackMD.pdf
Aug 28, 2023
Aug 28, 2023
Chandrajit Bajaj
7.8 MB
Lecture 4-Statistical Machine Learning I: stochastic optimization formulations using entropy - HackMD.pdf
Sep 2, 2023
Sep 2, 2023
Chandrajit Bajaj
2.8 MB
Lecture Models-from-Data_Part I_ Projections -Gradient Descent.pdf
Mar 31, 2022
Mar 31, 2022
3.8 MB
Lecture-MC-QMC-HK-Sampling.pdf
Sep 10, 2023
Sep 10, 2023
Chandrajit Bajaj
363 KB
Lecture1_ Next Generation Machine Learning - HackMD.pdf
Aug 28, 2023
Aug 28, 2023
Chandrajit Bajaj
2.9 MB
Lecture1_ Probabilistic Modeling _ why, what and how - HackMD.pdf
Aug 28, 2023
Aug 28, 2023
Chandrajit Bajaj
1.7 MB
Lecture1_Modern Predictive Machine Learning - HackMD.pdf
Aug 28, 2023
Aug 28, 2023
Chandrajit Bajaj
4.9 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
Lecture2-Linear-Regression.pdf
Aug 24, 2023
Aug 24, 2023
Shubham Bhardwaj
7 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
Markov Decision Processes and Markov Games - HackMD.pdf
Apr 25, 2022
Apr 25, 2022
660 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
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
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