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Seminars from Fall 2024 Available on YouTube

Practical Deep Learning Training Seminar Series

If you were unable to participate in last Fall’s training seminar series, the class materials and videos are now available online.

  1. Introduction: What is Machine and Deep Learning
  2. Intro to PyTorchVIDEO
  3. Datasets and Dataloaders (for Images and Text) – VIDEO
  4. Convolutional Neural Networks (Will be able to build AlexNet by the end of the session) – VIDEO
  5. LSTM for ClassificationVIDEO
  6. Distributed Training with Accelerate (Will be able to reproduce Resnet50 and learn basic SLURM) – VIDEO
  7. What is Attention?
  8. Reproduce Vision TransformersVIDEO
  9. Reproduce RoBERTa + Extractive QA on SQUAD (Part 1)
  10. Reproduce RoBERTa + Extractive QA on SQUAD (Part 2)