An implementation of ESM2 in Equinox+JAX
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Updated
Jun 5, 2025 - Python
An implementation of ESM2 in Equinox+JAX
Repository of the paper "Exploring sequence landscape of biosynthetic gene clusters with protein language models" published at ICML2024 workshop Machine Learning for Life and Material Science: From Theory to Industry applications
Prediction of anti-fungal proteins using protein language models
Zero-shot variant pathogenicity prediction via spectral covariance analysis of ESM2 hidden states | Claw4S 2026
Residue-residue contact prediction using ESM2 enhanced with template-based structural priors from homologous sequences.
Protein subcellular localization classifier using ESM-2 embeddings and PyTorch MLP.
Similarity search for protein sequences using ESM-2 embeddings and Approximate Nearest Neighbor (ANN) methods.
Fusion model of ProtBERT and ESM-2 for cell-penetrating peptide prediction (Reproduction of FusPB-ESM2, Comp. Biol. Chem., 2024)
Federated learning framework for protein language models (ESM2) using NVFlare + Flower. Supports multi-GPU simulation, HPC/SLURM deployment, and HuggingFace dataset integration.
🧬 CAFA6 Protein Function Prediction | Hybrid DL + BLAST Ensemble | Solo Participant | Public LB 0.283
ESM2-15B Protein Embeddings
Evaluating ESM-2 protein embeddings for variant effect prediction against Deep Mutational Scanning fitness scores
Multi-phase peptide ML pipeline for hemolysis prediction, generative design, and closed-loop optimization, built on transformers and modern PyTorch tooling.
A REST FastAPI service comparing protein sequences using transformer embeddings from ESM-2
Predict fitness phenotypes and invasion machinery in apicomplexan parasites from protein sequence using ESM-2 embeddings.
AI-powered TCR pathology classification using ESM2 embeddings for disease-reactive TCR discovery
TCR Epitope Generation Model with Top-K Prediction
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