Machine Learning Posted Lectures as of Sep 28W11

Do you want a preview of what you'll learn when you take Stanford's FREE Machine Learning Class? Here are the posted lectures as of Sep 28, Wednesday, 2011. The class officially starts on Oct 10M11 but they have decided to have a few lectures posted in advance.

Machine Learning Preview:

I. INTRODUCTION

• Welcome
• What is Machine Learning?
• Supervised Learning
• Unsupervised Learning

II. LINEAR REGRESSION WITH ONE VARIABLE

• Model Representation
• Cost Function
• Cost Function - Intuition I
• Cost Function - Intuition II
• Gradient Descent
• Gradient Descent Intuition
• Gradient Descent For Linear Regression
• What's Next

III. LINEAR ALGEBRA REVIEW (OPTIONAL)

• Matrices and Vectors
• Addition and Scalar Multiplication
• Matrix Vector Multiplication
• Matrix Matrix Multiplication
• Matrix Multiplication Properties
• Inverse and Transpose