1. https://www.quora.com/What-is-supervised-learning
2. A really simple explanation
3. PennState Eberly College of Science
4. Linear Regression
5. Machine Learning Mastery 1
6. Machine Learning Mastery 2

1. Understand the intuition behind Linear Regression
2. Understand the different notations used in Linear Regression
3. Understand the Linear Regression Cost Function
4. Understand the Linear Regression Closed Form Solution
5. Understand the Gradient Descent Algorithm and the differences between Closed Form Solution and Gradient Descent
6. Learn how to optimize Gradient Descent
7. Learn about the assumptions in Linear Regression Algorithm
8. Introduction to Linear Regression in sklearn

@gslides

Code Demonstration

Gradient Descent implementation

1. Linear Regression in Python
2. Linear Regression using Gradient Descent Tutorial
3. CS229 - Andrew Ng, Stanford University