CSC 560: Advanced Data Mining
Spring 2017

Instructor: Alexander Dekhtyar, dekhtyar@calpoly.edu, 14-210

Office Hours:

When		Who	Where
Wednesday	8:10am - 10:00am	Alex	14-210
Friday	8:10am - 10:00am	Alex	14-210

Additional appoinments: send email.

News and Notes

• Page is up now. Sorry for the delay.
  [April 26, 2017]

Course Materials

Project and Assignments

Assignment 1: Linear Regression		Postscript	PDF	Due: May 3	[April 26, 2017]
Assignment 1-2: Linear Regression		Postscript	PDF	Due: May 15	[May 8, 2017]
Assignment 2: SVMs		Postscript	PDF	Due: May 17	[May 8, 2017]
Project: Stage 1: Proposal		Postscript	PDF	Due: May 3	[April 26, 2017]

Lecture Notes

Lecture 1	Data: Algebraic View	Postscript	PDF	[April 26, 2017]
Lecture 2	Data: Probabilistic View	Postscript	PDF	[April 26, 2017]
Lecture 3	Bivariate and Multivariate Analysis	Postscript	PDF	[April 26, 2017]
Lecture 4	Linear Regression	Postscript	PDF	[April 26, 2017]
Lecture 5	Classification: Perceptron	Postscript	PDF	[April 26, 2017]
Lecture 6	Classification: Support Vector Machines	Postscript	PDF	[April 26, 2012]
Lecture 7	Gradient Descent	Postscript	PDF	[May 30, 2017]
Lecture 8	Classification: Support Vector Machines: Dual Problem	Postscript	PDF	[May 30, 2017]
Lecture 9	Classification: Neural Nets	Postscript	PDF	[May 30, 2017]
Lecture 10	Dimensionality Reduction: Principal Components Analysis	Postscript	PDF	[May 30, 2017]
Lecture 11	Singular Value Decomposition and Latent Semantic Indexing	Postscript	PDF	[June 3, 2017]

Reading Material