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tutorials

GraphINVENT2 tutorials

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Description

This directory contains guides on how to use GraphINVENT2. If viewing in a browser (recommended), simply click the link to the desired tutorial to view it.

Tutorials

  • 0_setting_up_environment : Instructions on how to set up the GraphINVENT2 virtual environment.
  • 1_introduction : A quick introduction to GraphINVENT2. Uses the example dataset gdb13_1K to guide new users through Training and Generation jobs in the code.
  • 2_using_a_new_dataset : A tutorial on how to use new datasets to train models in GraphINVENT2.
  • 3_visualizing_molecules : A quick guide on how to visualize grids of molecules using RDKit.
  • 4_transfer_learning : A guide on how to use GraphINVENT2 for transfer learning tasks.
  • 5_benchmarking : A brief note on how to benchmark molecular generative models.
  • 6_preprocessing_large_datasets : A guide on how to preprocess large datasets in GraphINVENT2.
  • 7_reinforcement_learning : A guide on how to fine-tune GraphINVENT2 models for molecular optimization and de novo design tasks using reinforcement learning.

Comments

If a tutorial doesn't exist for something you'd like to do, contact me and I'll be happy to create one (if I think others would benefit from it and I have time). Similarly, if you find and error in a tutorial, please let me know so that I can correct it.

Author

Rocío Mercado