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on September 19, 2010 at 9:23:08 am

Welcome Hacker Dojo Machine Learning Class Fall 2010


Instructors: Dr. Michael Bowles & Dr. Patricia Hoffman


The general Calendar for the year:



Fall 2010         Basic Machine Learning  

                      Introduction to Data Mining by Pang-Ning Tan et al

Winter  2010   Advanced Machine Learning

                     Elements of Statistical Learning Hastie et al

Spring 2011    Extended Machine Learning Project (Competition)



Complete Outline for the first Course:



1st Week  
22-Sep Chapter 1 & 2 Papers
23-Sep Chapter 3  
2nd Week  
29-Sep Chapter 4  HW # 1 Due
30-Sep Chapter 4   
3rd Week  
6-Oct Simple Regression HW #2 Due
7-Oct Ridge Regression  
4rd Week  
13-Oct Chapter 5 HW #3 Due
14-Oct Chapter 5  
5th Week  
20-Oct Chapter 5 HW #4 Due
21-Oct Chapter 5  
6th Week  
27-Oct Chapter 5 HW #5 Due
28-Oct Chapter 6  
7th Week  
3-Nov Chapter 6 HW #6 Due
4-Nov Chapter 8 Cluster Analysis  
Nov 13th Data Mining Camp  
8th Week  
10-Nov Chapter 8 Cluster Analysis HW #6 Due
11-Nov Papers  
9th Week  
17-Nov Papers Chapter 9  
18-Nov Chapter 9  
10th Week  
1-Dec Chapter 10 HW # 7 Due
2-Dec Chapter 10  




Topics for the Second Course:


Logistic Regression

Markov Decision Process

Advanced Regression

      LARS, Elastic Net, Generalized Linear Model, Generalized Additive Model


     Regularization, Ensemble Methods, MART, Boosting, Bagging, Random Forest



Expectation Maximization

Principal Component Analysis




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