TJ Machine Learning Club
Making AI more accessible
Schedule
| Date | Description | Course Materials |
|---|---|---|
| October 7, 2020 | Machine Learning Club Overview |
Overview PDF
Competition Link Code for Competition Link Code Walkthrough Video Intro to Google Colab Video Intro to Kaggle Video |
| October 14, 2020 | Decision Trees |
Video
Slides Competition Link Shell Code |
| October 21, 2020 | Random Forests |
Video
|
| November 4, 2020 | Support Vector Machines |
Video
Slides |
| November 11, 2020 | KNNs & Naive Bayes Pt. 1 |
Video
|
| November 18, 2020 | KNNs & Naive Bayes Pt. 2 |
Video
|
| December 9, 2020 | Calculus for Machine Learning |
Video
|
| December 16, 2020 | Neural Networks I: The Perceptron |
Video
Slides SVM Competition |
| January 6, 2021 | Neural Networks II: Neurons and Forward Propagation |
Video
Slides |
| January 21, 2021 | Neural Networks III: Backpropagation |
Links to Videos
Neural Networks III PDF Mathematics of Backpropagation PDF Slides Competition Shell Code |
| January 27, 2021 | Neural Networks IV: Hyperparameters |
Video
Slides |
| February 10, 2021 | Real World Machine Learning |
Video
Slides |
| February 17, 2021 | Convolutional Neural Networks I: The Convolution |
Video
Slides |
February 24, 2021 | Convolutional Neural Networks II: The Network |
Video
Slides Competition |
March 17, 2021 | Recurrent Neural Networks |
Video
Slides |
March 24, 2021 | Generative Adversarial Networks |
Video
Slides RNN Competition Code Walkthrough for RNN Competition |
April 7, 2021 | Reinforcement Learning |
Video
|
| April 14, 2021 | Meta Learning |
Video
|
| April 28, 2021 | Graph Neural Networks |
Video
Slides |
| May 12, 2021 | Self Attention |
Video
Slides |
| May 19, 2021 | Ensemble Learning |
Video
Slides |
| May 26, 2020 | Multi-Agent Deep Deterministic Policy Gradient | Video |