TJ Machine Learning Club
Making AI more accessible
Schedule
| Date | Description | Course Materials |
|---|---|---|
| September 14, 2022 | Machine Learning Club Overview | Slides |
| September 21, 2022 | Intro to Python and Kaggle | Slides |
| September 28, 2022 | Pandas Tutorial and Decision Trees 1 |
Pandas Lab Slides |
| October 3, 2022 | Decision Tree 2 | Slides |
| October 19, 2022 | Random Forests and Kaggle Competition |
Slides Competition |
| October 26, 2022 | Implementing Decision Trees with Scikit-Learn |
Lab Lab Answer Key |
| November 2, 2022 | Decision Tree Contest Workday |
DTree - Sci-Kit Learn Contest DTree - From Scratch! Contest Shell Code |
| November 9, 2022 | Support Vector Machines |
Slides Colab Notebook |
| November 16, 2022 | SVM Competition Work Day (AMC) |
Kaggle Contest |
| November 30, 2022 | Intro to Research: Science Fairs! |
Slides ISEF Projects |
| December 7, 2022 | Ensemble Learning |
Slides Lab |
| January 4, 2023 | KNN & Naive Bayes | Slideshow |
| January 18, 2023 | Neural Networks 1: Forward Prop | Slideshow + Practice Problems |
| February 1, 2023 | Neural Networks 2: Forward Prop with Matrices + Intro to Calculus | Slideshow |
| February 8, 2023 | Neural Networks 3: Backpropogation | Slideshow |
| February 15, 2023 | Neural Networks 4: Hyperparameters | Slideshow |
| February 22, 2023 | Convolutional Neural Networks: The Convolution |
Slideshow Lab |
March 1, 2023 | Convolutional Neural Networks: The Network |
Slideshow Lab |
| March 8, 2023 | Cloud Computing Collab |
Slides Contest |
| March 15, 2023 | Dimensionality Reduction with Autoencoders |
Slides Lab |
| March 22, 2023 | GANs |
Slides |