[ml] Stanford ML course /was: ML Monday ...
Wladyslaw Zbikowski
embeddedlinuxguy at gmail.com
Tue Oct 4 21:24:07 PDT 2011
On Thu, Sep 29, 2011 at 5:30 PM, Wladyslaw Zbikowski
<embeddedlinuxguy at gmail.com> wrote:
> By the way I notice that ml-class.org now has its first video lectures
> online.
Would anyone be interested to review some of these Review Questions on
Monday the 10th?
http://www.ml-class.org/course/quiz/list?type=quiz
First two weeks of videos from the site:
I. INTRODUCTION
Welcome (7 min)
What is Machine Learning? (7 min)
Supervised Learning (12 min)
Unsupervised Learning (14 min)
II. LINEAR REGRESSION WITH ONE VARIABLE
Model Representation (8 min)
Cost Function (8 min)
Cost Function - Intuition I (11 min)
Cost Function - Intuition II (9 min)
Gradient Descent (11 min)
Gradient Descent Intuition (12 min)
Gradient Descent For Linear Regression (10 min)
What's Next (6 min)
III. LINEAR ALGEBRA REVIEW (OPTIONAL)
Matrices and Vectors (9 min)
Addition and Scalar Multiplication (7 min)
Matrix Vector Multiplication (14 min)
Matrix Matrix Multiplication (11 min)
Matrix Multiplication Properties (9 min)
Inverse and Transpose (11 min)
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