| · Introduction to ML, Linear regression | |
| | | |
| · Decision Trees, Random forests | | |
| · Overfitting, Regularizaion
| | |
| · Nearest Neighbor Classifiers
| | |
| · Gradient descent, Cross validation | | |
| · Neural networks, Backpropagation | | |
| · Deep learning, Convolutional neural networks (CNN) | | |
| · Unsupervised learning: Clustering | | |
| · Dimension reduction, PCA | |
| · Online decision making, Multi-armed bandits | | |
| | | |
| | |