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Statistical and Mathematical Methods for Machine Learning (SMM)
NLA with Python
Python Basics
Introduction to Python for NLA
Visualization with Matplotlib
Optimization
A (Very Short) Introduction to Machine Learning
Gradient Descent
Stochastic Gradient Descent (SGD)
Machine Learning
Supervised Learning for Classification
Unsupervised Learning via Linear Algebra
Homeworks
Homework 1: Gradient Descent
Homework 2: Stochastic Gradient Descent
Homework 3: Supervised Learning
Homework 4: Unsupervised Learning
Repository
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Index
