#Benchmarks

2 posts tagged with "Benchmarks"

Benchmarks vs RL Environments: Why the Distinction Actually Matters

2025-12-18T12:00:00Z•16 min read

#reinforcement learning #benchmarks #machine learning #research methodology

Understanding when you're working with an environment versus a benchmark changes how you design experiments, interpret results, and communicate findings. This guide covers the practical differences every RL practitioner should know.

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.