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PyTorch Examples

  • Biochem Graphormer / Lipophilicity (Unfinished): Using Graphormer to Predict Small Molecule Lipophilicity
  • Biochem Transformer / PFam: Using Transformer Encoder to Classify Protein Sequences
  • Biochem Transformer / PFam_RNN: Using LSTM to Classify Protein Sequences for Benchmarking
  • DiffEq: Experimentation with Autograd for Differential Equations
  • Experimental: Junkyard with ideas currently being fleshed out
  • Multihead: Notebook to help understand multihead attention
  • Timeseries Attention: Application of Basic Transformer Attention to Timeseries Forcasting
  • Timeseries Transformer: Application of Basic Transformer Encoder Layer to Timeseries Forcasting

Notes:

  • Examples are not currently packaged, cd into a subfolder to run scripts
  • Timeseries Attention models are in timeseries_attention/forcasting_model.py; Examples are run from other scripts;
  • Timeseries Encoder models are in timeseries_transformer/forcasting_model.py; Examples are run from other scripts;
  • Protein Family Transformer Classifier models are in biochem_transformer/pfam/pfam_model.py; Example is run from the pfam_example.py script in this folder
  • Protein Family LSTM Classifier models are in biochem_transformer/pfam_rnn/pfam_model.py; Example is run from the pfam_example.py script in this folder

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