DATA170
Exploring Data

Daily Schedule

Topics and materials for each day of class.

Date Topic Reading Activity
Tue Feb 9 Introduction Activity 1
Thu Feb 11 Python Review Activity 2
Tue Feb 16 File I/O Activity 3
Thu Feb 18 Snow Day
Tue Feb 23 Nearest Neighbor Activity 4
Thu Feb 25 Numpy Arrays Activity 5
Tue Mar 2 Array Operations Activity 6
Thu Mar 4 Array Indexing Activity 7
Tue Mar 9 Array Shaping Activity 8
Thu Mar 11 Fancy indexing Activity 9
Tue Mar 16 Pandas Activity 10
Thu Mar 18 Matplotlib Activity 11
Tue Mar 23 Perceptron Activity 12
Thu Mar 25 Neural Network Activity 13
Tue Mar 30 Hyper Parameters Activity 14
Thu Apr 1 Cross Validation Activity 15
Tue Apr 6 Regression Activity 16
Thu Apr 8 Feature Selection Activity 17
Tue Apr 13 Decision Tree Activity 18
Thu Apr 15 “Spring Break”
Tue Apr 20 Dimension Reduction Activity 19
Thu Apr 22 Class Imbalance Activity 20
Tue Apr 27 Kaggle Competitions Activity 21
Thu Apr 29 Ensemble Learning Activity 22
Thu Apr 29 Confusion Matrix