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| Date | Description |
|---|---|
| April 2 | Welcome/Overview, MLE, Linear regression |
| April 9 | Linear regression with basis functions, Overfitting |
| April 16 | Bias-variance, Ridge regression, Lasso |
| April 23 | Prediction pitfalls, Gradient descent, Convexity, Logistic regression |
| April 30 | SGD, Logistic regression, Neural networks |
| May 7 | Neural networks, non-parametric methods |
| May 14 | Non-parametric methods |
| May 21 | Unsupervised learning, PCA |
| May 28 | Clustering, feature generation, domain-specific models |
| June 4 | Domain-specific models, online learning |