| 1 |
January 26 |
Theory (Solution) |
Modeling, Distributions |
| 2 |
February 2 |
Programming |
Linear Regression, Nearest Neighbor |
| 3 |
February 9 |
Theory (Solution) |
AB Testing, K Nearest Neighbor Regression |
| 4 |
February 16 |
Programming |
Kernel Density Estimation, Kernel Regression |
| 5 |
February 23 |
Theory (Solution) |
Exponential Family |
| 6 |
March 9 |
Programming |
Perceptrons |
| 7 |
March 24 |
Theory (Solution) |
Quantile Regression, Minimum Enclosing Ball |
| 8 |
March 30 |
Programming |
Stochastic Gradient Descent |
| 9 |
April 20 |
Theory (Solution) |
Inference on Mixture Models |
| 10 |
April 20 |
Programming |
Gaussian Mixture Model |
| 11 |
April 27 |
Theory (Solution) |
Kalman Filter, Recommender Systems |