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DeepLearning-2023-2

Assignments and final project of Deep Learning (M2177.003100) lecture, at 2023 Autumn.

Assignment 0

  • Tutorials on numpy, matplotlib and PyTorch

Assignment 1

  • Training CNN with PyTorch
  • Implementing Transformer form scratch
  • Training Vision Transformer
  • Finetuning BERT

Assignment 2

  • Implementing and training DDPM(Denoising Diffusion Probabilistic Models)
  • Trying TTI(Text-to-Image) models

Final Project

  • Prompt engineering for TTI - generating a image similar to the given image
  • Red-teaming Large Language Models - encouraging toxic expressions.
  • Improving Dialog Safety - increasing safety score of BlenderBot