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Jonghwan Choi's Projects

24-1_rl_class_teamd icon 24-1_rl_class_teamd

각 사용자에게 맞는 개인화된 음식 추천을 위한 강화학습 알고리즘 개발

24-1_rl_class_teamk icon 24-1_rl_class_teamk

강화학습을 사용하여 특정 분자구조와 비슷한 새로운 분자구조 생성

24-1_rl_class_teamn icon 24-1_rl_class_teamn

Neural Network를 pruning 하기 위한 심층강화학습 기반 알고리즘 구현

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

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