For Advanced Python workshop (PNI, summer 2025), by Jiayi Zhang (jz6521).
You can view quick notes, logistics in this slide deck.
| Session | Date | Content |
|---|---|---|
| 1 | July 7th | Data basics |
| 2 | July 9th | Regressions |
| 3 | July 14th | Principal Component Analysis (PCA) |
| 4 | July 16th | PCA cont'd, UMAP, and clustering |
| 5 | July 21st | Building Your Own Neural Network (BYONN) - Part 1 |
| 6 | July 23rd | BYONN - Part 2 |
numpy, matplotlib, seaborn, scikit-learn, umap, pandas, torch
Added July 23 ref notebook. All materials are uploaded!