Explore repository

Install project dependencies

conda create -n explore python=3.10

conda activate explore

sh install.sh

Exact python libraries versions could be obtained with:

• pip install -r requirements.txt
• conda env create --file=environment.yaml

Tested with CUDA 12.1 but would likely work with 11.8 version too

Content

• Common ML modules
  • Residual Blocks
  • Attention layers (1D, 2D, MHA)
  • Transformer time embeddings
  • ...
• Useful utilities
  • Batching
  • Computing simple statistics (mean, std, counters)
  • Pandas output prettification
  • ...
• Task specific ML models
  • Neural Radiance Fields
  • Denoising Diffusion Probabilistic Models
  • Transformer
• Explore notebooks in various domains
  • Avito ads effectiveness
  • License Plates recognition