Lectures related to Gradient Descent

Deep Generative Models: Variational Autoencoders & GANs Log in to Mediaspace to watch this video

Explores Variational Autoencoders and Generative Adversarial Networks for deep generative modeling.

Partial Differential Equations: Separation of Variables Log in to Mediaspace to watch this video

Explores the method of separation of variables for solving partial differential equations with boundary conditions and discusses convergence properties of functions in different spaces.

Reinforcement Learning: Basics and Applications Log in to Mediaspace to watch this video

Covers the basics of reinforcement learning, including trial-and-error learning, Q-learning, deep RL, and applications in gaming and planning.

Simplex Algorithm: Exercises & Interpretation Log in to Mediaspace to watch this video

Covers exercises on the Simplex Algorithm, optimizing solutions subject to linear constraints.