Data Science & ML Habilidades de Claude

PyTorch Geometric (PyG) Graph Learning

Develop and train Graph Neural Networks using PyTorch Geometric for node classification, link prediction, and molecular modeling.

Qiskit Quantum Computing

Develops, optimizes, and executes quantum circuits and algorithms across various hardware backends using the Qiskit framework.

TorchDrug Scientific Skill

Accelerates drug discovery and molecular science workflows using graph neural networks and PyTorch-based modeling.

Scientific Brainstorming

Facilitates collaborative research ideation and hypothesis generation for scientists and academic researchers.

Scientific Visualization

Generates publication-quality scientific figures and multi-panel layouts using Python libraries while adhering to journal-specific standards.

DNAnexus Integration

Streamlines genomics pipeline development and data management on the DNAnexus cloud platform using the dxpy Python SDK.

LatchBio Bioinformatics Integration

Builds and deploys serverless bioinformatics workflows using the Latch SDK and Registry.

Metabolomics Workbench Database

Accesses the NIH Metabolomics Workbench API to retrieve metabolite structures, study metadata, and standardized chemical nomenclature for biomarker discovery.

STRING Database Analysis

Accesses and analyzes protein-protein interaction networks and functional enrichment data using the STRING API.

Statsmodels Statistical Modeling

Performs rigorous statistical modeling, econometric analysis, and time series forecasting using the Statsmodels library.

ClinPGx Pharmacogenomics Database

Accesses comprehensive pharmacogenomics data including gene-drug interactions, CPIC guidelines, and allele functions for precision medicine.

PubChem Database Explorer

Queries the PubChem database to retrieve chemical properties, perform structure searches, and access bioactivity data for over 110 million compounds.

AlphaFold Database Tools

Accesses and analyzes over 200 million AI-predicted protein structures for bioinformatics and structural biology research.

FDA Database Access

Accesses and analyzes comprehensive FDA regulatory data for drugs, medical devices, and food safety through the openFDA API.

ChEMBL Database & Drug Discovery

Queries the ChEMBL database to retrieve bioactive molecule data, drug targets, and bioactivity measurements for medicinal chemistry.

BRENDA Enzyme Database

Accesses the comprehensive BRENDA enzyme database to retrieve kinetic parameters, biochemical reactions, and metabolic pathway data.

COSMIC Cancer Genomics

Accesses and queries the Catalogue of Somatic Mutations in Cancer (COSMIC) to retrieve high-quality genomic data for precision oncology and cancer research.

Pysam Genomic Toolkit

Reads, manipulates, and writes genomic datasets including BAM, VCF, and FASTA files using a Pythonic interface to htslib.

Benchling Integration

Automates R&D data management by integrating Claude with the Benchling platform for biological entity tracking, inventory control, and lab notebook documentation.

European Nucleotide Archive (ENA) Database Access

Accesses the European Nucleotide Archive (ENA) to retrieve DNA/RNA sequences, raw reads, and genome assemblies for bioinformatics pipelines.

Seaborn Statistical Visualization

Generates publication-quality statistical graphics and complex data visualizations using a high-level, dataset-oriented Python interface.

RDKit Cheminformatics Toolkit

Facilitates advanced molecular analysis and cheminformatics workflows including property calculation, substructure searching, and 3D coordinate generation.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by writing Python-based Protocol API v2 scripts for Opentrons Flex and OT-2 robots.

PubMed Database Access

Facilitates advanced biomedical literature research and programmatic access to the PubMed database using E-utilities and complex query syntax.

PyOpenMS Mass Spectrometry Analysis

Analyzes mass spectrometry data using Python bindings for OpenMS to process complex proteomics and metabolomics workflows.

UniProt Protein Database

Provides direct REST API access to UniProt for protein sequence retrieval, identifier mapping, and comprehensive functional annotation searches.

PyTDC Therapeutics AI

Facilitates drug discovery and therapeutic machine learning with curated datasets, ADMET benchmarks, and molecular optimization oracles.

UMAP Dimension Reduction

Performs fast, scalable non-linear dimensionality reduction for visualization, clustering, and high-dimensional data analysis.

NCBI GEO Genomics Assistant

Accesses and processes NCBI Gene Expression Omnibus (GEO) data for transcriptomics and functional genomics research.

Scanpy Single-Cell Analysis

Performs comprehensive single-cell RNA-seq analysis including quality control, clustering, and trajectory inference using the Scanpy framework.