John newton's starred repositories

alphafold3-pytorch

Implementation of Alphafold 3 in Pytorch

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alphaflow

AlphaFold Meets Flow Matching for Generating Protein Ensembles

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DiffPack

Implementation of DiffPack: A Torsional Diffusion Model for Autoregressive Protein Side-Chain Packing

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Linux-Bash-Commands

:godmode: Ultimate list of Linux bash commands, cheatsheets and resources

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Contour-Stochastic-Gradient-Langevin-Dynamics

An elegant adaptive importance sampling algorithms for simulations of multi-modal distributions (NeurIPS'20)

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chroma

A generative model for programmable protein design

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tr-rosetta-pytorch

Implementation of trRosetta and trDesign for Pytorch, made into a convenient package, for protein structure prediction and design

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torchmd-protein-thermodynamics

Tutorials and data necessary to reproduce the results of publication Machine Learning Coarse-Grained Potentials of Protein Thermodynamics

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flash-attention

Fast and memory-efficient exact attention

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awesome-protein-representation-learning

Awesome Protein Representation Learning

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deepblast

Neural Networks for Protein Sequence Alignment

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Awesome-Diffusion-Models

A collection of resources and papers on Diffusion Models

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DiffDock-PP

Implementation of DiffDock-PP: Rigid Protein-Protein Docking with Diffusion Models in PyTorch (ICLR 2023 - MLDD Workshop)

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deepfold

Protein 3D Structure Prediction with DeepFold

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alphafold_finetune

Python code for fine-tuning AlphaFold to perform protein-peptide binding predictions

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PyTorchStepByStep

Official repository of my book: "Deep Learning with PyTorch Step-by-Step: A Beginner's Guide"

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pytorch-accelerated

A lightweight library designed to accelerate the process of training PyTorch models by providing a minimal, but extensible training loop which is flexible enough to handle the majority of use cases, and capable of utilizing different hardware options with no code changes required. Docs: https://pytorch-accelerated.readthedocs.io/en/latest/

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accelerate

🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support

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bio-diffusion

A geometry-complete diffusion generative model (GCDM) for 3D molecule generation and optimization (Nature CommsChem)

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denoising-diffusion-pytorch

Implementation of Denoising Diffusion Probabilistic Model in Pytorch

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DDPM_REMD

Denoising diffusion probabilistic models for replica exchange

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BayesianOptimization

A Python implementation of global optimization with gaussian processes.

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scribble-diffusion

Turn your rough sketch into a refined image using AI

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denoising-diffusion-model

A simple guide to diffusion models. Helpful in understanding the concept and practicing with the method.

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foldingdiff

Diffusion models of protein structure; trigonometry and attention are all you need!

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faltwerk

A library for spatial exploratory data analysis of protein structures

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gpt-pytorch

PyTorch Implementation of OpenAI GPT

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