Lectures related to Sampling Distributions: Theory and Applications

Gaussian Denoising: Statistical Physics Connection Log in to Mediaspace to watch this video

Explores deriving key identities for statistical physics and their application in Gaussian denoising problems.

Dimensionality Reduction: PCA & t-SNE Log in to Mediaspace to watch this video

Explores PCA and t-SNE for reducing dimensions and visualizing high-dimensional data effectively.

Machine Learning Review Log in to Mediaspace to watch this video

Covers a review of machine learning concepts, including supervised learning, classification vs regression, linear models, kernel functions, support vector machines, dimensionality reduction, deep generative models, and cross-validation.

Hypothesis Testing: T-Test Methodology Log in to Mediaspace to watch this video

Explores hypothesis testing methodology using t-tests and the randomization test.

Product Manufacturing Economics and Process Monitoring Log in to Mediaspace to watch this video

Explores product manufacturing costs, process limits quantification, and quality control methods.