Data Science & ML Habilidades de Claude

Clinical Decision Support (CDS) Generator

Generates professional, publication-ready clinical decision support documents, biomarker-stratified cohort analyses, and evidence-based treatment guidelines.

ClinVar Database Integration

Queries and interprets NCBI ClinVar data to evaluate genetic variant pathogenicity and clinical significance for genomic medicine.

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations using the COBRApy framework.

Scientific Schematics

Generates publication-quality scientific diagrams and neural network architectures with AI-powered quality review.

Cosmic Database

Accesses and queries the Catalogue of Somatic Mutations in Cancer (COSMIC) for precision oncology and genomic research.

KEGG Database Connector

Facilitates direct REST API access to the KEGG database for bioinformatics research, pathway analysis, and gene mapping.

Open Targets Database

Queries the Open Targets Platform to identify and prioritize therapeutic drug targets through genetic, omics, and clinical evidence.

Therapeutics Data Commons (PyTDC)

Facilitates drug discovery and therapeutic machine learning by providing AI-ready datasets, benchmarks, and molecular evaluation oracles.

Dask Parallel Computing

Scales Python, pandas, and NumPy workflows across multiple cores or clusters for larger-than-memory datasets.

Data Commons Client

Accesses and queries global statistical data from Data Commons to provide programmatic insights into demographics, economics, and environmental indicators.

DrugBank Database Explorer

Accesses and analyzes comprehensive pharmaceutical data from DrugBank for drug discovery, pharmacology research, and safety analysis.

Datamol Cheminformatics

Simplifies molecular cheminformatics workflows by providing a Pythonic wrapper around RDKit with sensible defaults and parallel processing.

Plotly Interactive Data Visualization

Generates interactive, publication-quality scientific and statistical charts using Plotly Express and Graph Objects.

Pysam Genomic Toolkit

Processes and analyzes genomic datasets including SAM, BAM, VCF, and FASTA files using a Pythonic interface to htslib.

DeepChem Molecular ML

Facilitates molecular machine learning and drug discovery workflows using the DeepChem toolkit.

PennyLane Quantum Computing

Enables building, training, and optimizing quantum circuits and hybrid quantum-classical machine learning models with automatic differentiation.

STRING Protein Database Integration

Retrieves and analyzes protein-protein interaction networks and functional enrichment data directly from the STRING database.

DNAnexus Integration

Integrates Claude with the DNAnexus cloud genomics platform to develop bioinformatics pipelines, manage data, and orchestrate workflows.

Matchms Spectrometry Analysis

Processes and analyzes mass spectrometry data using Python for metabolomics and chemical identification.

Pydicom Medical Imaging

Processes, modifies, and analyzes DICOM medical imaging files using the pydicom library.

Ensembl Genome Database

Queries the Ensembl REST API to retrieve gene annotations, sequences, variants, and comparative genomic data for over 250 species.

ETE Toolkit Phylogenetic Analysis

Manipulates, analyzes, and visualizes phylogenetic trees with advanced support for evolutionary event detection and NCBI taxonomy integration.

GEO Database Access

Integrates with the NCBI Gene Expression Omnibus (GEO) to search, download, and analyze high-throughput functional genomics datasets.

LatchBio Integration

Builds and deploys bioinformatics workflows using the Latch SDK and serverless cloud infrastructure.

Scientific Exploratory Data Analysis

Performs comprehensive exploratory data analysis on over 200 scientific file formats to generate detailed quality reports and statistical summaries.

FDA Regulatory Data Access

Queries and analyzes openFDA data for drugs, medical devices, food safety, and adverse events using a standardized Python interface.

PyDESeq2 Differential Expression

Performs robust differential gene expression analysis for bulk RNA-seq data using the Python implementation of DESeq2.

FluidSim CFD Framework

Simulates complex fluid dynamics using high-performance Python pseudospectral methods and solvers for Navier-Stokes and geophysical flows.

Gene Database

Queries the NCBI Gene database to retrieve comprehensive genomic information, including sequences, annotations, and functional data.

GeoPandas Geospatial Analysis

Extends pandas with geometric operations and spatial data structures for advanced geospatial analysis and mapping.