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aidrug's Projects

egfr_dgmg icon egfr_dgmg

a pretrained model for molecules generation

ga icon ga

Code for the paper: Augmenting genetic algorithms with deep neural networks for exploring the chemical space

janus icon janus

Code for the paper "JANUS: Parallel Tempered Genetic Algorithm Guided by Deep Neural Networks for Inverse Molecular Design"

mars icon mars

MARS: Markov Molecular Sampling for Multi-objective Drug Discovery (ICLR 2021)

modof icon modof

The implementation of Modof for Molecule Optimization

mol_gen icon mol_gen

Molecule generation and optimization

pmapper icon pmapper

3D pharmacophore signatures and fingerprints

popular-rl-algorithms icon popular-rl-algorithms

PyTorch implementation of Soft Actor-Critic (SAC), Twin Delayed DDPG (TD3), Actor-Critic (AC/A2C), Proximal Policy Optimization (PPO), QT-Opt, PointNet..

pymarl2 icon pymarl2

Fine-tuned MARL algorithms on SMAC (100% win rates on most scenarios)

pyvsvina icon pyvsvina

Virtual Screening of Ligands using Autodock Vina

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