#Drug Discovery

4 posts tagged with "Drug Discovery"

ChemBERTa: When Language Models Learned to Speak Chemistry

2026-01-08T11:00:00Z•20 min read

#machine learning #chemistry #transformers #drug discovery #molecular property prediction

How the same transformer architecture powering GPT learned to predict molecular properties by treating chemistry as a language problem

MolBERT: Teaching Transformers to Read the Language of Chemistry

2026-01-08T10:00:00Z•21 min read

#machine learning #drug discovery #transformers #chemistry #smiles #bert

How researchers adapted BERT for molecular property prediction, turning SMILES strings into drug discovery insights

Biology's Secret Weapon: Physics-Based Benchmarks for Training RL Agents

2025-12-03•16 min read

#reinforcement learning #biological benchmarks #protein design #rna design #computational biology #machine learning #alphafold #drug discovery

Why biological systems offer the ideal training ground for reinforcement learning: automated verification through physics, not human judgment. From protein design with AlphaFold to RNA folding with ViennaRNA, biology provides the verifiable inverse problems that RL needs at scale.

Foundation Models Are Rewriting the Rules of Biology

2024-10-30T11:35:02Z•24 min read

#ai #machine learning #biology #bioinformatics #foundation models #alphafold #drug discovery #dark matter biology #rna #benchmarks #metagenomics

Foundation models trained on biological data are transforming protein structure prediction, genomics, drug discovery, and pathology. Learn how machine learning benchmarks in 2024 are revealing biology's dark matter through RNA analysis and metagenomic discovery.