CS 419 - Notes for Lecture 13 by Prof. Abir De

This repository contains a summary of Lecture 13 in the course, CS 419 - Introduction to Machine Learning by Prof. Abir De of the Department of Computer Science & Engineering.

Content Covered

• Nonlinear Models in ML
• Practical Machine Learning
• Definition of Gradient Descent
• Proof of Convergence of Gradient Descent for Convex Losses
• Role of Regularisation in improving convergence
• Formulation of the Gradient Descent update as an Unconstrained Optimisation Problem