Calendar¶
| Topic | |
|---|---|
| Module 0 - Introduction / Regression | |
| Mon 03/31 | LES 00 Regression resources: extra resources Extra resources CSE/STAT 416 Training: 1) Python Practice, 2) numpy Practice, 3) Math/Probability/Statistics Practice |
| Tue 04/01 | |
| Wed 04/02 | LES 01 Assessing Performance; Bias + Variance Tradeoff |
| Thu 04/03 | SEC 00 Course Infrastructure; Pandas |
| Fri 04/04 | |
| Module 1 - Assessing Performance | |
| Mon 04/07 | LES 02 Regularization: Ridge |
| Tue 04/08 | |
| Wed 04/09 | LES 03 Regularization: LASSO, Feature selection |
| Thu 04/10 | SEC 01 Ridge and LASSO; Code |
| Fri 04/11 | |
| Module 2 - Classification | |
| Mon 04/14 | LES 04 Classification |
| Tue 04/15 | |
| Wed 04/16 | LES 05 MLE / Logistic Regression |
| Thu 04/17 | SEC 01 Classification ; Logistic Regression |
| Fri 04/18 | |
| Module 3 - Societal Impact, Bias, and Fairness | |
| Mon 04/21 | LES 06 Bias and Fairness |
| Tue 04/22 | |
| Wed 04/23 | LES 07 Fairness and Tradeoffs ; Recap |
| Thu 04/24 | SEC 02 Midterm Review |
| Fri 04/25 | |
| Module 4 - Trees/Ensemble Methods | |
| Mon 04/28 | LES 08 Naive Bayes / Decision Trees resources: extra resources Extra resources |
| Tue 04/29 | |
| Wed 04/30 | LES 09 Ensemble Methods |
| Thu 05/01 | SEC 03 Trees and Ensemble Methods |
| Fri 05/02 | |
| Module 5 - Deep Learning | |
| Mon 05/05 | LES 10 Neural Networks |
| Tue 05/06 | |
| Wed 05/07 | LES 11 Deep Learning; Convolutional Neural Networks |
| Thu 05/08 | SEC 04 Deep Learning |
| Fri 05/09 | |
| Module 6 - Non-Parametric Methods | |
| Mon 05/12 | LES 12 Precision + Recall / kNN |
| Tue 05/13 | |
| Wed 05/14 | LES 13 Kernel Methods; Locality Sensitive Hashing resources: extra resources Extra resources |
| Thu 05/15 | SEC 05 Kaggle Setup |
| Fri 05/16 | |
| Module 7 - Clustering | |
| Mon 05/19 | LES 14 Clustering |
| Tue 05/20 | |
| Wed 05/21 | LES 15 Hierarchical Clustering resources: extra resources Extra resources |
| Thu 05/22 | SEC 06 Numpy ; Variable Encoding ; Clustering |
| Fri 05/23 | |
| Module 8 - Recommender Systems | |
| Mon 05/26 | HOLIDAY Memorial Day |
| Tue 05/27 | |
| Wed 05/28 | LES 16 PCA / Recommender Systems Intro |
| Thu 05/29 | SEC 07 PCA ; Recommender Systems |
| Fri 05/30 | |
| Module 9 - Course Wrap Up | |
| Mon 06/02 | LES 17 Recommender Systems / Matrix Factorization resources: extra resources Extra resources |
| Tue 06/03 | |
| Wed 06/04 | LES 18 Course Wrap Up; Next Steps; Generative AI resources: advanced resources Advanced resources |
| Fri 06/06 | |
| Module 10 - Finals Week | |
| Mon 06/09 | |
| Tue 06/10 | |
| Wed 06/11 | |