Introduction to Probability TheoryCovers the basics of probability theory, including definitions, calculations, and important concepts for statistical inference and machine learning.
Convergence of Gradient DescentExplores the convergence of gradient descent for strongly convex functions and the importance of regularization in preventing overfitting.