TJ Machine Learning Club
Making AI more accessible
Schedule
| Date | Description | Course Materials |
|---|---|---|
| September 15, 2021 | Machine Learning Club Overview |
Overview PDF
Slides |
| September 22, 2021 | Intro to Python and Kaggle |
PDF
Slides |
| September 29, 2021 | Decision Trees 1 | |
| October 6, 2021 | Decision Trees 2 |
PDF
Problem Set Competition |
| October 20, 2021 | Intro to Research | Slides |
| October 27, 2021 | Random Forest Classifiers |
PDF
Slides |
| November 10, 2021 | SVMs and Decision Trees Competition Work Day (AMC) |
Video
Slides |
| November 17, 2021 | Support Vector Machines | Competition |
| November 22, 2021 | Naive Bayes | |
| December 1, 2021 | K-Nearest Neighbors |
PDF
Slides Colab |
| December 8, 2021 | Neural Networks: An Intuitive Introduction | Slides |
| December 15, 2021 | Neural Networks: Neurons and Forward Propogation | Slides |
| January 12, 2022 | Neural Networks: Backpropogation | Slides |
| January 19, 2022 | Neural Networks: Hyperparameters | Slides |
| February 2, 2022 | Intro to TensorFlow |
Lab
Competition |
| February 9, 2022 | Neural Networks Competition Shell Code | Kaggle Notebook |
| February 16, 2022 | Convolutional Neural Networks: The Convolution | Slides |
| February 23, 2022 | Bioinformatics Society Collaboration: Omics |
Slides
Lab |
| March 2, 2022 | Convolutional Neural Networks: The Network | Slides Competition |
| March 9, 2022 | Recurrent Neural Networks |
Slides
Lab |
| March 16, 2022 | Generative Adversarial Networks (GANs) | Slides |
| March 23, 2022 | Ensemble Learning | Slides |
| March 30, 2022 | Dimensionality Reduction & Autoencoders |
Slides
Lab |
| April 13, 2022 | Reinforcement Learning | Slides | Guest Lectures |
| April 20, 2022 | Machine Learning for Healthcare and Biology | Slides |
| April 27, 2022 | Pytorch and fast.ai | |
| May 10, 2022 | Regularization |
PDF
Slides |
| May 18, 2022 | Generative Algorithms |
PDF
Slides |