TJ Machine Learning Club
Making AI more accessible
Join Us TodaySchedule
Date | Description | Course Materials |
---|---|---|
September 13, 2017 | Machine Learning Club: Overview | The Basics |
September 20, 2017 | Introduction to Machine Learning | |
September 20, 2017 | Decision Trees Decision Trees: Part 2 |
PDF PDF Part 2 Competition Sample IO Code Quiz |
September 27, 2017 | Random Forests |
PDF Competition Sample IO Code Shell Code |
October 4th, 2017 | Support Vector Machines |
PDF Competition Scikit Tutorial |
March 14th, 2018 | Naive Bayes |
PDF |
March 14th, 2018 | k-Means Clustering |
PDF |
Neural Networks |
October 18th, 2017 | Neural Networks: Intro & Overview |
PDF Problem Set Pset info |
October 25th, 2017 | Neural Networks: Forward & Backpropagation |
PDF |
November 1st, 2017 | Neural Networks: Mathematics of Backpropagation |
PDF Competition Shell Code |
November 15th, 2017 | Neural Networks: Hyperparameters and Network Tuning |
PDF Competition |
November 17th, 2017 | Neural Networks: A High-Level Overview (Workshop) |
PDF |
November 17th, 2017 | Introduction to Keras |
PDF Competition 1 Competition 2 Sample IO Code |
Convolutional Neural Networks and Image Processing |
November 17th, 2017 | Convolutional Neural Networks (Workshop) |
PDF Competition 1 Competition 2 |
November 29th, 2017 | Convolutional Neural Networks |
PDF Competition Sample Code Sample Solution |
December 6th, 2017 | Transfer Learning, Residual Connections, and Inception Modules |
PDF Quiz Solutions Competition |
December 13th, 2017 January 3rd, 2018 |
Object Detection |
PDF Competition |
January 10th, 2018 | Image Preprocessing | |
January 10th, 2018 | Fully Convolutional Networks | |
January 10th, 2018 | Instance Segmentation | |
March 7th, 2018 | Capsule Networks | Recurrent Neural Networks and Language Processing |
January 24th, 2018 | RNNs, LSTMs, and GRUs |
PDF Competition Data |
January 31st, 2018 | RNN Competition |
Competition Instructions |
February 28th, 2018 | Word2Vec |
PDF |
Generative Models |
February 14th, 2018 | Generative Adversarial Networks |
PDF Competition |
February 21st, 2018 | Advanced GANs: Wasserstein GAN & More |
PDF Competition |
March 2018 | Autoencoders |
PDF Competition Data |
Reinforcement Learning |
April 4th, 2018 | Introduction to Reinforcement Learning |
PDF |
Guest Lectures |
April 11th, 2018 | RNN Advancements |
PDF |
April 25th, 2018 | Genetic Algorithms |
PDF |
May 1st, 2018 | Hidden Markov Models |
PDF |
May 8th, 2018 | Reinforcement Learning: Part II |
PDF |
May 8th, 2018 | Actor-Critic Reinforcement Learning |
PDF |
May 16th, 2018 | Confidence Estimates for Neural Networks |
PDF |
May 16th, 2018 | Encoder-Decoder Models in NMT |
PDF |
May 23rd, 2018 | Introduction to Gradient Boosting |
PDF |