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Bajaj-Sampling-Slides-2023.pdf
Dec 5, 2024
Sep 11, 2023
14.2 MB
compressivesensing-optz.pdf
Mar 2, 2025
Mar 2, 2025
Chandrajit Bajaj
146 KB
Data Clustering Using Hamiltonian Dynamics_ Parts 1, 2.pdf
Apr 2, 2025
Apr 2, 2025
Chandrajit Bajaj
782 KB
Fall2023_notes_1.pdf
Dec 5, 2024
Aug 24, 2023
1.5 MB
Fall2023_notes2.pdf
Dec 5, 2024
Aug 24, 2023
420 KB
flaschka-concentration-geomHigh.pdf
Dec 5, 2024
Sep 3, 2023
543 KB
Game Theory_ Actionable Machine Learning - HackMD.pdf
Dec 5, 2024
May 1, 2022
619 KB
Game Theory_ Stochastic-Decision-Making.pdf
Apr 17, 2025
Apr 17, 2025
Chandrajit Bajaj
594 KB
Gaussian Processes-Intro.pdf
Apr 7, 2025
Apr 7, 2025
Chandrajit Bajaj
3.3 MB
Guided Policy Search II_ Training - HackMD.pdf
Dec 5, 2024
Apr 25, 2022
10.6 MB
Lane keeping in autonomous driving with Model Predictive Control & PID .pdf
Apr 17, 2025
Apr 17, 2025
Chandrajit Bajaj
747 KB
Learning Dynamics with Control.pdf
Apr 2, 2025
Apr 2, 2025
Chandrajit Bajaj
1.1 MB
Lec-Models from Data-Part2 -AMRR.pdf
Feb 19, 2025
Feb 19, 2025
Eshan Balachandar
2.2 MB
Lec-notebook-neuralODE-oct22.pdf
Dec 5, 2024
Nov 12, 2023
728 KB
Lec1-Learning-Dynamic-Environments-2023.pdf
Dec 5, 2024
Aug 24, 2023
16.3 MB
Lec3-generalization-error-in-machine-learning.pdf
Dec 5, 2024
Aug 24, 2023
2.8 MB
Lec10_02_21_20222-Expectation Maximization.pdf
Dec 5, 2024
Feb 22, 2022
2.6 MB
Lec11-Notes-Optimization-via-GradientDescent (Adagrad, RMSProp, ADAM).pdf
Feb 25, 2025
Feb 25, 2025
Chandrajit Bajaj
3.7 MB
Lec12-02-28-2022-Bayesian Modeling with Multivariate Gaussians.pdf
Dec 5, 2024
Feb 28, 2022
4.3 MB
lec16-03-23-2022-svm-intro.pdf
Dec 5, 2024
Mar 31, 2022
2.1 MB
Lec16-17-03-02-07-2022-Gaussian Processes for Learning Non-Linear Functions.pdf
Dec 5, 2024
Feb 28, 2022
7.6 MB
lec19-04-04-2022-svm-sgd.pdf
Dec 5, 2024
Mar 31, 2022
2.8 MB
lecture 3 _ Learning Theory and Model Selection - HackMD.pdf
Dec 5, 2024
Aug 28, 2023
7.8 MB
Lecture 4-Statistical Machine Learning I: stochastic optimization formulations using entropy - HackMD.pdf
Dec 5, 2024
Sep 2, 2023
2.8 MB
Lecture Models-from-Data_Part I_ Projections -Gradient Descent.pdf
Dec 5, 2024
Mar 31, 2022
3.8 MB
Lecture_10_Learning SVM via Continuous Stochastic-Sub-Gradients.pdf
Feb 20, 2025
Feb 20, 2025
Chandrajit Bajaj
2.9 MB
Lecture_10_Non-convex_Optimization_Projected_Stochastic_Policy_Gradient_02-19-2025.pdf
Feb 19, 2025
Feb 19, 2025
Eshan Balachandar
4.6 MB
Lecture-MC-QMC-HK-Sampling.pdf
Dec 5, 2024
Sep 10, 2023
363 KB
Lecture1_ Next Generation Machine Learning - HackMD.pdf
Dec 5, 2024
Aug 28, 2023
2.9 MB
Lecture1_ Probabilistic Modeling _ why, what and how - HackMD.pdf
Dec 5, 2024
Aug 28, 2023
1.7 MB
Lecture1_Modern Predictive Machine Learning - HackMD.pdf
Dec 5, 2024
Aug 28, 2023
4.9 MB
Lecture1-01-19-2022.pdf
Dec 5, 2024
Jan 23, 2022
2.2 MB
Lecture2-01-24-2022.pdf
Dec 5, 2024
Jan 24, 2022
6.8 MB
Lecture2-Linear-Regression.pdf
Dec 5, 2024
Aug 24, 2023
7 MB
Lecture3-01-26-2022.pdf
Dec 5, 2024
Jan 26, 2022
7.5 MB
Lecture4-01-31-2022.pdf
Dec 5, 2024
Jan 31, 2022
2.7 MB
Lecture5_02_02_2022_Sampling-HighDim.pdf
Dec 5, 2024
Feb 2, 2022
555 KB
Lecture6-02_09_2022_CS378-RandomWalk-MCMC.pdf
Dec 5, 2024
Feb 8, 2022
378 KB
Lecture7_02_09-2022-RandomWalks-MCMC.pdf
Dec 5, 2024
Feb 14, 2022
378 KB
Lecture8_02_14_2022_Convex-Optimization.pdf
Dec 5, 2024
Feb 14, 2022
431 KB
Lecture9_02_16_2022-random-projections-RL.pdf
Dec 5, 2024
Feb 16, 2022
253 KB
Markov Decision Processes (MDPs) and Partially Observable MDPs (POMDPs).pdf
Apr 28, 2025
Apr 28, 2025
Chandrajit Bajaj
3.2 MB
Markov Decision Processes and Markov Games - HackMD.pdf
Dec 5, 2024
Apr 25, 2022
660 KB
Matrix-Games-LP-IPM.pdf
Apr 17, 2025
Apr 17, 2025
Chandrajit Bajaj
463 KB
Multiagent Q-Learning: Preliminary Study on Dominance between the Nash and Stackelberg Equilibriums - HackMD.pdf
Dec 5, 2024
Jul 1, 2022
222 KB
note19-04-04-2022-sgd.pdf
Dec 5, 2024
Apr 4, 2022
161 KB
Reinforcement Learning (RL — Guided Policy Search (GPS)) - HackMD.pdf
Dec 5, 2024
Apr 25, 2022
2.7 MB
Reinforcement Learning (RL — Guided Policy Search (GPS)).pdf
Apr 21, 2025
Apr 21, 2025
Chandrajit Bajaj
2.8 MB
RL — LQR & iLQR Linear Quadratic Regulator - HackMD.pdf
Dec 5, 2024
Apr 22, 2022
3.9 MB
Spring_2022_03-22-2022-Lecture_Kernel-SVM-PredML.pdf
Dec 5, 2024
Mar 22, 2022
281 KB
Spring_2022_Lecture_Kernel-LDA_PredML.pdf
Dec 5, 2024
Mar 22, 2022
281 KB
Spring_2022_Lecture_Kernel-PCA-PredML.pdf
Dec 5, 2024
Mar 22, 2022
268 KB
Spring_2022_Lecture_LQR-Dynamics.pdf
Dec 5, 2024
Apr 12, 2022
281 KB
Spring_2025_Lecture_Note_JohnsonLindenstrauss-Comp-Sensing.pdf
Mar 12, 2025
Mar 12, 2025
Yi Wang
253 KB
spring_2025-Matrix_Sampling.pdf
Apr 2, 2025
Apr 2, 2025
Chandrajit Bajaj
213 KB
Stochastic RL-Formulations for Generative Models - HackMD.pdf
Mar 10, 2025
Mar 10, 2025
Chandrajit Bajaj
3 MB
The Multi-Armed Bandit Problem and Its Solutions - HackMD.pdf
Mar 12, 2025
Mar 12, 2025
Chandrajit Bajaj
1.9 MB