UP主： 封面： 简介：https://www.youtube.com/playlist?list=PLoZgVqqHOumTqxIhcdcpOAJOOimrRCGZn10-708 – Probabilistic Graphical Models，CMU
视频选集 Lecture 01 Introduction Lecture 02 Undirected GMs Lecture 03 Directed GMs Lecture 04 Exact Inference Lecture 05 Parameter Estimation Lecture 06 Case Studies- HMM and CRF Lecture 07 Variational Inference 1 Lecture 08 Variational Inference 2 Lecture 09 Monte Carlo Methods Lecture 10 Advanced MCMC Methods Lecture 11 Statistical and Algorithmic Foundations of Deep Learning Lecture 12 Deep Generative Models 1 Lecture 13 Deep Generative Models 2 Lecture 14 Deep Sequence Models Lecture 15 Case Study of Deep Generative Models- Text Generation Lecture 16 Structure Learning Lecture 17 Causality 1 Lecture 18 Causality 2 Lecture 19 RL as Inference 1 Lecture 20 RL as Inference 2 Lecture 21 Gaussian Processes Lecture 22 Determinantal Point Process Lecture 23 Dirichlet Processes Lecture 24 Indian Buffet Process_finished Lecture 25 Spectral Learning for Graphical Models_finished