IMSE 586: Big Data Analytics and Visualization

SyllabusCanvasProject

Schedule

Week Topics
0 Course introduction, Python basics
1 Data analysis with pandas
2 Data analysis with pandas (cont'd)
3 Data visualization in Python
4 Linear regression
5 Linear regression (cont'd)
6 Model evaluation, overfitting, cross-validation
7 Logistic regression
8 Classification
9 Clustering methods
10 Time series analysis
11 Machine learning pipeline, declarative visualization
12 Natural language processing, web APIs
13 Project office hours