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
PDF
Slides
Competition Link
Shell Code
October 21, 2020 Random Forests Video
PDF
November 4, 2020 Support Vector Machines Video
PDF
Slides
November 11, 2020 KNNs & Naive Bayes Pt. 1 Video
PDF
November 18, 2020 KNNs & Naive Bayes Pt. 2 Video
PDF
December 9, 2020 Calculus for Machine Learning Video
PDF
December 16, 2020 Neural Networks I: The Perceptron Video
PDF
Slides
SVM Competition
January 6, 2021 Neural Networks II: Neurons and Forward Propagation Video
PDF
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
PDF
Slides
February 10, 2021 Real World Machine Learning Video
PDF
Slides
February 17, 2021 Convolutional Neural Networks I: The Convolution Video
PDF
Slides
February 24, 2021 Convolutional Neural Networks II: The Network Video
PDF
Slides
Competition
March 17, 2021 Recurrent Neural Networks Video
PDF
Slides
March 24, 2021 Generative Adversarial Networks Video
PDF
Slides
RNN Competition
Code Walkthrough for RNN Competition
April 7, 2021 Reinforcement Learning Video
PDF
April 14, 2021 Meta Learning Video
PDF