Optimization Techniques for Machine Learning

This course bridges the gap between pure mathematical optimization and continuous real-world applications in Machine Learning. It is delivered for working professionals through BITS Pilani Work Integrated Learning Programmes.

Click the links below to view or download the presentation slides (PDF formats).

• Lecture 1: Introduction to Convex Optimization

• Lecture 2: Gradient Descent & Variants

• Lecture 3: Stochastic Optimization for Deep Learning