Data Science & ML Claude 스킬

ClinicalTrials.gov Database

Queries the ClinicalTrials.gov API to search for medical studies, retrieve trial details, and export structured clinical research data.

DrugBank Database Integration

Accesses and analyzes comprehensive pharmaceutical data from DrugBank, including drug properties, interactions, targets, and chemical structures.

Metabolomics Workbench Database

Accesses the NIH Metabolomics Workbench API to query metabolites, experimental studies, and standardized chemical nomenclature.

PDF Report Generator (Universal)

Generates professional PDF reports with formatted text, tables, and embedded visualizations using the reportlab library.

Data Visualization Plots

Generates publication-quality scientific visualizations and data plots locally using Python's Matplotlib and Seaborn libraries.

FDA Regulatory Database Access

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

RAG Implementation Pro

Builds high-performance Retrieval-Augmented Generation systems using vector databases, semantic search, and advanced retrieval patterns.

Ensembl Genome Database

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

ML Pipeline Workflow

Builds end-to-end MLOps pipelines for data preparation, model training, validation, and production deployment.

FDA Regulatory Database Access

Provides programmatic access to openFDA datasets for drug safety research, medical device surveillance, and food recall analysis.

Flow Nexus Neural Networks

Trains and deploys sophisticated neural network architectures across distributed E2B sandbox environments.

DrugBank Database Analysis

Accesses and analyzes comprehensive pharmaceutical data from DrugBank including drug properties, interactions, and molecular structures.

ML Pipeline Workflow

Builds end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.

Dask Parallel Computing

Scales Python data processing and scientific computing across multiple cores or distributed clusters for larger-than-RAM datasets.

DeepChem Bioinformatics ML

Empowers drug discovery and molecular analysis by integrating the DeepChem toolkit for property prediction, featurization, and graph neural networks.

Denario Scientific Research Automation

Automates the end-to-end scientific research lifecycle from data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

LLM Performance Evaluation

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking.

Reactome Database Integration

Integrates Reactome's open-source curated pathway database for biological pathway analysis, gene mapping, and systems biology research.

Scientific Hypothesis Generation

Generates rigorous, testable scientific hypotheses and detailed experimental designs based on observations and existing literature.

PDF Report Generator

Generates professional, multi-page PDF reports with formatted text, tables, and embedded visualizations using the ReportLab library.

NCBI GEO Database Access

Accesses and retrieves gene expression and functional genomics data from the NCBI Gene Expression Omnibus (GEO).

Matchms Mass Spectrometry Analysis

Processes and analyzes mass spectrometry data using Python-based spectral similarity metrics and metadata harmonization.

arXiv Search

Searches the arXiv preprint repository for scholarly articles across various scientific and technical domains.

Flow Nexus Neural Networks

Trains and deploys distributed neural networks within secure E2B sandbox environments using the Flow Nexus framework.

FDA Regulatory Data Access

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

PyHealth - Healthcare AI Toolkit

Develops and deploys specialized machine learning models for healthcare using clinical datasets and medical coding systems.

Arboreto GRN Inference

Infers gene regulatory networks (GRNs) from transcriptomics data using scalable algorithms like GRNBoost2 and GENIE3.

BioServices Bioinformatics Suite

Accesses and integrates data from over 40 bioinformatics web services and databases using a unified Python API.

RDKit Cheminformatics

Provides comprehensive cheminformatics capabilities for molecular analysis, property calculation, and 3D coordinate generation.

Excel Data Analysis & Reporting

Automates Excel spreadsheet analysis, data manipulation, and visual reporting using Python-based data science libraries.