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Home Become a Machine Learning Guru Gradient Descent for Linear Regression

Gradient Descent for Linear Regression

Course Lessons

Become a Machine Learning Guru

2 What is Machine Learning

3 Supervised Learning

4 Unsupervised Learning

5 Model Representation

6 Cost Function

7 Cost Function Intuition I

8 Cost Function Intuition II

9 Gradient Descent

10 Gradient Descent Intuition

11 Gradient Descent for Linear Regression

13 Matrices and Vectors

14 Addition and Scalar Multiplication

15 Matrix Vector Multiplication

16 Matrix Matrix Multiplication

17 Matrix Multiplication Properties

18 Inverse and Transpose

19 Multiple Features

20 Gradient Descent for Multiple Variables

21 Gradient Descent in Practice I Feature Scaling

22 Gradient Descent in Practice II Learning Rate

23 Features and Polynomial Regression

24 Normal Equation

25 Normal Equation Noninvertibility

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Gradient Descent for Linear Regression

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