Module: Introduction to Machine Learning

Overview of machine learning
Classification and regression
Linear Algebra for ML
Linear regression
Logistic regression
Regularization
Training, validation, and testing sets
Evaluation metrics
Cross validation
Python notebooks
NumPy

Dates: Tue, Jan 10 - Thu, Jan 19

Readings

StatQuest with Josh Starmer YouTube channel

StatQuest with Josh Starmer YouTube channel

YouTube

Machine Learning for Absolute Beginners by Oliver Theobald

Machine Learning for Absolute Beginners by Oliver Theobald

Book

StatQuest Illustrated Guide to Machine Learning by Josh Starmer

StatQuest Illustrated Guide to Machine Learning by Josh Starmer

Book

Mathematical Foundations of Machine Learning by Seongjai Kim

Mathematical Foundations of Machine Learning by Seongjai Kim

Book

Serrano Academy

Serrano Academy

YouTube

Experiential Learning

Homework 1

Homework 1

10 Jan 11:00 PM