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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

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By Davide Evangelista

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