- Class 10: Model Selection -> Grid Search
- Class 15: Decision Trees -> Titanic Survival Model with Decision Trees
- Class 16: Naives Bayes -> Spam Classifier
- Class 22: Clustering -> Movie Ratings
- Class 23: Hierarchical and Density-based Clustering -> Hierarchical Clustering
- Class 23: Hierarchical and Density-based Clustering -> DBSCAN
- Class 24: Gaussian Mixture Models and Cluster Validation -> KMeans vs GMM on a Generated Dataset
- Class 27: PCA -> Faces recognition
- Class 28: Random Projection and ICA -> Independent Component Analysis
- Class 4: Deep Neural Networks -> Student Admissions in Keras
- Class 4: Deep Neural Networks -> IMDB in Keras
- Class 5: Convolutional Neural Networks -> Training an MLP on MNIST
- Class 5: Convolutional Neural Networks -> Classify images from the CIFAR-10 database
- Class 12: Dynamic Programming -> OpenAI Gym - FrozenLake
- Class 13: Monte Carlo Methods -> OpenAI Gym - Blackjack
- Class 14: Temporal-Difference Methods -> OpenAI Gym - CliffWalking
- Class 15: Solve OpenAI Gym's Taxi-v2 Task
- Class 16: RL in Continuous Spaces -> Discretization
- Class 16: RL in Continuous Spaces -> Tile Coding
- Class 17: Deep Q-Learning -> OpenAI Gym - Cart-Pole