Course Calendar
Updated June 14, 2021 • Calendar of topics, videos, assignments and tests.
| Note: OLD! Needs to be updated for Winter 2022 | | :————————————————–: |
Assessment Schedule
Topic | Item | Released on Week | Weighting (Total % of Course) | Released | Due | Part | Specific Topics Covered |
---|---|---|---|---|---|---|---|
Asg 1 | Asg 1 | 2 | 20% | Thursday, May 20, 2021 | Sunday, June 6, 2021 | Part 1: | Data Cleaning, Parameter Estimation, kNN, Experimental Train/Test/Validate, Ablation, Hypoth Test, Probabilities |
Asg 2 | Asg 2 | 6 | 20% | Monday, June 14, 2021 | Sunday, July 18, 2021 | Part 2: | Feature extraction (PCA,LDA), and classification on a new covid dataset using Decision Trees, Random Forests, Boosted Regression Trees and Naive Bayes |
Test 1 | Test 1 | 7 | 10% | Tuesday, June 22, 2021 | Thursday, June 24, 2021 | Part 1: | Data Cleaning, Parameter Estimation (MLE/MAP), Basic Classification and kNN, Experimental Train/Test/Validate, Error measures, Ablation Studies, Probabilities, ROC/AUC, Decision Trees |
Asg 3 | Asg 3 | 9 | 25% | Monday, July 19, 2021 | Tuesday, August 10, 2021 | Part 3: | Deep Learning on COVID dataset as classification and time series prediction. CNN on small image dataset. |
Test 2 | Test 2 | 10 | 10% | Tuesday, July 20, 2021 | Thursday, July 22, 2021 | Part 2: | Streaming Ensemble Methods. Feature Extraction, Dimensionality Reduction, SVM, Clustering Algorithms and Evaluation Measures, Anomaly Detection |
Test 3 | Test 3 | 13 | 15% | Tuesday, August 3, 2021 | Thursday, August 5, 2021 | Part 3: | Neural Networks and Deep Learning |