Mathematical Optimization: the Mathematics for Machine Learning
This repository uses reference from the Youtube channel Siraj Raval, especially the playlist The Math of Intelligence:
- Syllabus: The Math of Intelligence
- Tutorial: Support Vector Machine - Gradient Descent (First-Order Optimization)
- Tutorial: Logistic Regression - Newton's Method (Second-Order Optimization)
- Tutorial: Dimensionality Reduction - Principal Component Analysis