Lectures related to Distribution Estimation

Dataflow Analysis: Optimization Log in to Mediaspace to watch this video

Explores dataflow analysis for optimization, including equations solving, live variables, reaching definitions, and very busy expressions.

Machine Learning Fundamentals Log in to Mediaspace to watch this video

Introduces fundamental machine learning concepts, covering regression, classification, dimensionality reduction, and deep generative models.

Markov Chain Monte Carlo Log in to Mediaspace to watch this video

Explains the Markov Chain Monte Carlo method and the Metropolis-Hastings algorithm for sampling.

Untitled Log in to Mediaspace to watch this video

Subquadratic Attention Mechanisms: State Space Models Overview Log in to Mediaspace to watch this video

Covers subquadratic attention mechanisms and state space models, focusing on their theoretical foundations and practical implementations in machine learning.