Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism,...

Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks,...

Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug...

Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing,...

Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech...

Pre-implementation confidence assessment (≥90% required). Use before starting any implementation to verify readiness...

Comprehensive code review skill for TypeScript, JavaScript, Python, Swift, Kotlin, Go. Includes automated code...

Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems...