Instructor: Alexander Dekhtyar, dekhtyar@calpoly.edu, 14210
Office Hours:

Who  Where  
Wednesday  8:10am  10:00am  Alex  14210 
Friday  8:10am  10:00am  Alex  14210 
Additional appoinments: send email.
Syllabus  Postscript  
Jupyter Hub  HTML 
Assignment 1: Linear Regression  Postscript  Due: May 3  [April 26, 2017]  
Assignment 12: Linear Regression  Postscript  Due: May 15  [May 8, 2017]  
Assignment 2: SVMs  Postscript  Due: May 17  [May 8, 2017]  
Project: Stage 1: Proposal  Postscript  Due: May 3  [April 26, 2017] 
Lecture 1  Data: Algebraic View  Postscript  [April 26, 2017]  
Lecture 2  Data: Probabilistic View  Postscript  [April 26, 2017]  
Lecture 3  Bivariate and Multivariate Analysis  Postscript  [April 26, 2017]  
Lecture 4  Linear Regression  Postscript  [April 26, 2017]  
Lecture 5  Classification: Perceptron  Postscript  [April 26, 2017]  
Lecture 6  Classification: Support Vector Machines  Postscript  [April 26, 2012]  
Lecture 7  Gradient Descent  Postscript  [May 30, 2017]  
Lecture 8  Classification: Support Vector Machines: Dual Problem  Postscript  [May 30, 2017]  
Lecture 9  Classification: Neural Nets  Postscript  [May 30, 2017]  
Lecture 10  Dimensionality Reduction: Principal Components Analysis  Postscript  [May 30, 2017]  
Lecture 11  Singular Value Decomposition and Latent Semantic Indexing  Postscript  [June 3, 2017] 