Schedule


Date Description Course Materials
September 12, 2018 Machine Learning Club Overview PDF
September 12, 2018 Intro to ML PDF
September 26, 2018 Decision Trees PDF
October 3, 2018 Decision Trees Continued
Random Forests
PDF 1
PDF 2
October 17, 2018 Support Vector Machines PDF
October 24, 2018 Neural Networks Part 1: Introduction PDF
Problem Set
October 31, 2018 Neural Networks Part 2: Forward/Backward Propagation PDF
November 14, 2018 Neural Networks Part 3: Hyperparameter Tuning PDF
November 19, 2018 Using Google Colab and Keras PDF
November 28, 2018 Convolutional Neural Networks PDF
December 19, 2018 Naive Bayes PDF
January 9, 2019 K-means clustering PDF
January 16, 2019 Recurrent Neural Networks, LSTMs and GRUs PDF
March 13, 2019 Generative Adversarial Networks PDF
March 20, 2019 Adversarial Attacks PDF

Guest Lectures
March 27th, 2019 Genetic Algorithms PDF
April 10th, 2019 Markov Models and Hidden Markov Models PDF
April 24th, 2019 More About CNNs PDF
April 30th, 2019 Recommender Systems PDF
April 30th, 2019 Reinforcement Learning PDF
May 7th, 2019 Policy Gradients PDF
May 7th, 2019 Reinforcement Learning in AlphaZero PDF