LESSONS

Lesson Topic Date Slides Notebooks and Code
Lesson 1 Introduction March 8, 2023 Link  
  Overview of modern AI March 8, 2023 Link  
  Neural Networks and Backpropagation March 8, 2023 Link  
Lesson 2 Neural Networks Optimization March 15, 2023 Link  
Lesson 3 Introduction to PyTorch March 17, 2023   Link
Lesson 4 Convolutional Neural Networks March 22, 2023 Link  
Lesson 5 Train a CNN with Pytorch March 24, 2023   Link
Lesson 6 Advanced CNNs March 29, 2023 Link  
Lesson 7 Explanaible AI March 31, 2023 Link  
Lesson 8 CAPTUM April 05, 2023   Link
Lesson 9 Generative Models - VAE and GANs April 19, 2023 Link  
Lesson 10 Support to HW1 April 19, 2023    
Lesson 11 Generative Models - Diffusion Models April 26, 2023 Link  
Lesson 12 DCGAN April 28, 2023   Link
Lesson 13 Recurrent Neural Networks May 03, 2023 Link  
Lesson 14 Speech Generation through RNN May 05, 2023   Link
Lesson 15 Transformers and ChatGPT May 10, 2023 Link  
Lesson 16 Homework presentation May 24, 2023    
Lesson 17 Theory test May 26, 2023