1:10:57Lecture 01--Sanjay Shakkottai: Sampling Fundamentals (Rejection., Metropolis-Hastings and Gibbs)
A 71-minute video from IFML: “Lecture 01--Sanjay Shakkottai: Sampling Fundamentals (Rejection., Metropolis-Hastings and Gibbs)”.
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1:10:57
1:13:16Lecture 02: Sanjay Shakkottai: Langevin Dynamics and Introduction to SDEs
A 73-minute video from IFML: “Lecture 02: Sanjay Shakkottai: Langevin Dynamics and Introduction to SDEs”.
1:16:00Lecture 03: Sanjay Shakkottai: Markov Processes
A 76-minute video from IFML: “Lecture 03: Sanjay Shakkottai: Markov Processes”.
1:11:31Lecture 04: Sanjay Shakkottai: Markov Processes, Divergence, and the Poincare Inequality
A 72-minute video from IFML: “Lecture 04: Sanjay Shakkottai: Markov Processes, Divergence, and the Poincare Inequality”.
1:13:32Lecture 05: Sanjay Shakkottai: Poincare Inequality and the Carre du Champ operator
A 74-minute video from IFML: “Lecture 05: Sanjay Shakkottai: Poincare Inequality and the Carre du Champ operator”.
1:12:36Lecture 06: Sanjay Shakkottai: Bakry Emery Criterion
A 73-minute video from IFML: “Lecture 06: Sanjay Shakkottai: Bakry Emery Criterion”.
1:05:12Lecture 07: Sanjay Shakkottai: Log Sobolev Inequality / Score and MMSE
A 65-minute video from IFML: “Lecture 07: Sanjay Shakkottai: Log Sobolev Inequality / Score and MMSE”.
1:09:32Lecture 09: Sanjay Shakkottai: DDPM and Tweedie’s Formula (continuous time)
A 70-minute video from IFML: “Lecture 09: Sanjay Shakkottai: DDPM and Tweedie’s Formula (continuous time)”.
1:13:25Lecture 10: Sanjay Shakkottai: DDIM + Discrete-time Denoising through ELBO
A 73-minute video from IFML: “Lecture 10: Sanjay Shakkottai: DDIM + Discrete-time Denoising through ELBO”.
1:14:30Lecture 11: Sanjay Shakkottai: Discrete-time Denoising through ELBO, Intro to Ito Calculus
A 74-minute video from IFML: “Lecture 11: Sanjay Shakkottai: Discrete-time Denoising through ELBO, Intro to Ito Calculus”.
1:09:11Lecture 12: Sanjay Shakkottai: Girsanov’s Theorem and Intro to discretization
A 69-minute video from IFML: “Lecture 12: Sanjay Shakkottai: Girsanov’s Theorem and Intro to discretization”.
1:09:19Lecture 13: Sanjay Shakkottai: LMC and LD via Wasserstein Coupling
A 69-minute video from IFML: “Lecture 13: Sanjay Shakkottai: LMC and LD via Wasserstein Coupling”.
1:09:13Lecture 14: Sanjay Shakkottai: LMC and LD via Girsanov Coupling
A 69-minute video from IFML: “Lecture 14: Sanjay Shakkottai: LMC and LD via Girsanov Coupling”.
1:09:56Lecture 15: Sanjay Shakkottai: Information Theoretic Approach for DDPM Discretization
A 70-minute video from IFML: “Lecture 15: Sanjay Shakkottai: Information Theoretic Approach for DDPM Discretization”.
1:12:25Lecture 16: Sanjay Shakkottai: Rectified Flow and Intro to Posterior Sampling
A 72-minute video from IFML: “Lecture 16: Sanjay Shakkottai: Rectified Flow and Intro to Posterior Sampling”.
1:08:52Lecture 17: Sanjay Shakkottai: Posterior Sampling
A 69-minute video from IFML: “Lecture 17: Sanjay Shakkottai: Posterior Sampling”.
1:14:27Lecture 18: Litu Rout (guest lecture): Inverse problems in Image Generation and Editing
A 74-minute video from IFML: “Lecture 18: Litu Rout (guest lecture): Inverse problems in Image Generation and Editing”.
1:09:14Lecture 19: Sanjay Shakkottai: Image Editing and Stylization, and Intro to Flow Matching
A 69-minute video from IFML: “Lecture 19: Sanjay Shakkottai: Image Editing and Stylization, and Intro to Flow Matching”.
1:01:24Lecture 20: Sanjay Shakkottai: Flow matching and Image Editing with Flow Models
A 61-minute video from IFML: “Lecture 20: Sanjay Shakkottai: Flow matching and Image Editing with Flow Models”.
1:07:40Lecture 21: Advait Parulekar (guest lecture): Hardness of posterior sampling
A 68-minute video from IFML: “Lecture 21: Advait Parulekar (guest lecture): Hardness of posterior sampling”.
1:04:56Lecture 22: Advait Parulekar (guest lecture): Annealed posterior sampling
A 65-minute video from IFML: “Lecture 22: Advait Parulekar (guest lecture): Annealed posterior sampling”.
1:10:52Lecture 23: Sanjay Shakkottai: Diffusion language models
A 71-minute video from IFML: “Lecture 23: Sanjay Shakkottai: Diffusion language models”.
1:10:38Lecture 24: Sanjay Shakkottai: ELBO for masked diffusion and discrete flow models
A 71-minute video from IFML: “Lecture 24: Sanjay Shakkottai: ELBO for masked diffusion and discrete flow models”.
38:26Lecture 25: Dheeraj Nagaraj (guest lecture): Interleaved Gibbs Diffusion
A 38-minute video from IFML: “Lecture 25: Dheeraj Nagaraj (guest lecture): Interleaved Gibbs Diffusion”.
1:13:50Lecture 8: Sanjay Shakkottai: Variational Auto Encoders and GANs
A 74-minute video from IFML: “Lecture 8: Sanjay Shakkottai: Variational Auto Encoders and GANs”.