Lectures related to Scientific Method Misunderstandings

Clustering & Density Estimation Log in to Mediaspace to watch this video

Covers clustering, PCA, LDA, K-means, GMM, KDE, and Mean Shift algorithms for density estimation and clustering.

Statistical Inference: Confidence Intervals Log in to Mediaspace to watch this video

Covers the construction of approximate confidence intervals using the central limit theorem for large sample sizes.

Untitled Log in to Mediaspace to watch this video

Statistical Theory: Maximum Likelihood Estimation Log in to Mediaspace to watch this video

Explores the consistency and asymptotic properties of the Maximum Likelihood Estimator, including challenges in proving its consistency and constructing MLE-like estimators.