IMSE 586: Big Data Analytics and Visualization

SyllabusCanvasProject

Schedule

Week Topics
1 Course introduction, Python basics
2 Python basics (cont'd), data analysis with pandas
3 Data analysis with pandas (cont'd)
4 Data visualization
5 Time series analysis
6 Interactive dashboards
7 Interactive dashboards (cont'd), declarative visualization
8 Declarative visualization (cont'd), linear regression
9 Overfitting, cross-validation, more on linear regression
10 Logistic regression
11 Classification
12 Clustering
13 Spatial clustering, machine learning pipelines
14 git & GitHub, natural language processing