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杨明康's Projects

alphafold2 icon alphafold2

To eventually become an unofficial Pytorch implementation / replication of Alphafold2, as details of the architecture get released

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

antigen-encoding-pipeline icon antigen-encoding-pipeline

Pipeline to process cytokine data, extract integral features, train a neural network, and parameterize the latent space

chemprop icon chemprop

Message Passing Neural Networks for Molecule Property Prediction

coloc icon coloc

Repo for the R package coloc

deeplearning- icon deeplearning-

✔(已完结)最全面的 深度学习 笔记【土堆 Pytorch】【李沐 动手学深度学习】【吴恩达 深度学习】

esmfold icon esmfold

Evolutionary Scale Modeling (esm): Pretrained language models for proteins

hh-suite icon hh-suite

Remote protein homology detection suite.

mlp-mixer icon mlp-mixer

Implementation for paper MLP-Mixer: An all-MLP Architecture for Vision

nanogpt icon nanogpt

The simplest, fastest repository for training/finetuning medium-sized GPTs.

premut- icon premut-

Accurate prediction of single-site mutation induced changes on protein structures with equivariant graph neural networks

proteinnet icon proteinnet

Standardized data set for machine learning of protein structure

raptorx-3dmodeling icon raptorx-3dmodeling

Note that current version does not include search of very large metagenome data. For some proteins, metagenome data is important. We will update this as soon as possible.

respre icon respre

ResPRE is an algorithm for protein residue-residue contact-map prediction

rifdock- icon rifdock-

Rifdock Library for Conformational Search

saprot- icon saprot-

Saprot: Protein Language Model with Structural Alphabet

worms- icon worms-

Protein Origami via Genetic Fusions

xcapt5 icon xcapt5

Protein-Protein Interaction Prediction Using Multi-kernel Convolutional Neural Networks with Protein Language Model

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