Machine Learning Regression

Welcome to Machine Learning Regression! This class will serve as a gentle introduction to Machine Learning Regression concepts such as Gradient Descent. Unlike similar courses, this course will cover the mathematical context needed to understand these algorithms. The last two weeks of this course also focus on a practical implementation of Machine Learning Regression on predicting house prices using the famous California house prices data set. Students will learn Python and implement Machine Learning Regression algorithms from scratch using NumPy, Pandas, and Matplotlib!

Syllabus

Machine Learning Regression Class.pdf
Introduction_to_Python__NumPy__and_Matplotlib.pdf
Linear_Algebra_for_Machine_Learning.pdf