| Date
|
Readings |
Topic of Class |
Aug. 25
|
HW 0 Out (due Wednesday Sept. 6th)
|
Introduction: Basic analytics glassary. |
Sept. 1
|
Chapter 2 Figures
|
|
Sept. 8
|
Team Building Worksheet (Due ~3rd week of Sept)
|
I'll discuss this in class soon |
Sept 1
|
TESL Chapter 2
|
Introduction: Introduction to linear models and KNN. |
Sept 6
|
TESL Chapter 2
|
Introduction: Bayesian Optimal Classifiers and Mixture Models. |
Sept. 1
|
Analytics Lighthouse Announcement
|
Sept 20, 5:30-7:30pm, 223 Engel Hall |
|
Announcement:
|
No Class on Friday September 15. |
Sept. 11
|
HW 1 Out .tex file (Due Friday. Sept. 22)
|
Mixture models, and optimal classifiers. |
|
TESL Chapter 2
|
"Curse of dimensionality"... various aspects. |
Sept 20, 22
|
TESL pages 95-103.
|
Introduction: Logistic Regression and high dimensional issues. |
Sept. 18
|
Dataset 1 Out readme
|
|
|
TESL Chapter 3-4
|
Logistic regression (TESL p. 95) and the LASSO (TESL p. 64) |
Sept. 25
|
|
Spam Data Info
|
Sept. 25
|
TESL Chapter 3-4
|
Continue Logistic LASSO and Cross Validation |
|
Matlab MapReduce
|
Matlab MapReduce |
|
R MapReduce
|
R MapReduce |
Oct. 4
|
|
HW 2 Out (Due Oct. 16) .tex
|
Oct. 11
|
Analytics program devo
|
QQQ and Sample Rubric |
Oct. 20
|
Clustering Slides
|
K Means+Hierarchical Clustering |
Oct. 20
|
K Means Algorithm
|
K Means Demo |
|
TESL pages 266-278.
|
Hierarchical Clustering. |
|
|
HW 3 Out (Due Nov. 8) .tex ClusterSet1ClusterSet2
|
|
Rubric
|
Competition Rubric. |
|
|
cereal data PPCA ISO-Map HW 4 Out .tex file
|
|
|
Data Files for HW5 X Testing File X Training File Y Training File
|