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Jonghwan Choi's Projects

3d-emgp icon 3d-emgp

[AAAI 2023] The implementation for the paper "Energy-Motivated Equivariant Pretraining for 3D Molecular Graphs"

affinity2vec icon affinity2vec

Drug-target binding affinity prediction using representation learning, graph mining, and machine learning

biapi icon biapi

"Bio publications API" using PubMED, PatentsView, genax.

bptok icon bptok

MolGPT with Branch Permutation-based Tokenization of SMILES

bt4molgen icon bt4molgen

Back translation for molecule generation (bioinformatics 2022)

charm icon charm

Machine learning for cryosection pathology predicts the 2021 WHO classification of glioma

chempixch icon chempixch

Recognising hand-drawn molecules with neural networks

chemprop icon chemprop

Message Passing Neural Networks for Molecule Property Prediction

chemtype2 icon chemtype2

The semi-unsupervised version of the molecule recognition engine, chemtype.

coma icon coma

COMA: Efficient Structure-constrained Molecular Generation using Contractive and Margin losses

cpr icon cpr

Identification of heterogeneous biomarkers for breast cancer using Clustering and PageRank algorithms (bioinformatics)

curiosity_chemical_space icon curiosity_chemical_space

Thiede, Luca A., et al. "Curiosity in exploring chemical spaces: intrinsic rewards for molecular reinforcement learning." Machine Learning: Science and Technology 3.3 (2022): 035008.

dci-pytorch icon dci-pytorch

The pytorch implementation of decoupling representation learning and classification for GNN-based anomaly detection.

ddpm icon ddpm

Denoising Diffusion Probabilistic Models

deepdta icon deepdta

Öztürk, Hakime, Arzucan Özgür, and Elif Ozkirimli. "DeepDTA: deep drug–target binding affinity prediction." Bioinformatics 34.17 (2018): i821-i829.

deepfmpo icon deepfmpo

Code accompanying the paper "Deep reinforcement learning for multiparameter optimization in de novo drug design"

deeppurpose icon deeppurpose

A Deep Learning Toolkit for DTI, Drug Property, PPI, DDI, Protein Function Prediction (Bioinformatics)

dgl-lifesci icon dgl-lifesci

Python package for graph neural networks in chemistry and biology

diffsbdd icon diffsbdd

A Euclidean diffusion model for structure-based drug design.

diffumol icon diffumol

Hitting Stride by Degrees: Fine Grained Molecular Generation via Diffusion Model

drugexv2 icon drugexv2

Deep learning toolkit for Drug Design with Pareto-based Multi-Objective optimization in Polypharmacology

electra-dta icon electra-dta

ELECTRA-DTA: a new compound-protein binding affinity prediction model based on the contextualized sequence encoding

fpadmet icon fpadmet

https://gitlab.com/vishsoft/fpadmet

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