Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.

Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.

Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach.

Apply structured logging best practices using Pino for Node.js applications: JSON output, log levels, context, redaction, correlation IDs, and centralization. Use when implementing logging,...

Integrate secrets management (Vault, AWS, Azure, GCP) with rotation policies, access controls, and Kubernetes/CI/CD application integration.

Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.

Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing,...

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