Data Science & ML Claude 스킬

DrugBank Database Integration

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

GEO Genomics Database Access

Simplifies searching, downloading, and analyzing gene expression datasets from the NCBI Gene Expression Omnibus (GEO) repository.

RAG Implementation Expert

Implements high-performance Retrieval-Augmented Generation systems for LLM applications using vector databases and semantic search.

Data Visualization Plots

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

arXiv Research Search

Searches the arXiv repository to retrieve and summarize the latest scholarly articles in STEM fields.

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.

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.

ESM Protein Engineering Toolkit

Empowers protein research and design using state-of-the-art ESM3 and ESM C language models for sequence generation, structure prediction, and representation learning.

ML Pipeline Workflow

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

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.

Matchms Mass Spectrometry Analysis

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

Flow Nexus Neural Networks

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

HMDB Database Assistant

Accesses the Human Metabolome Database to retrieve metabolite properties, clinical biomarker data, and spectral information for metabolomics research.

Universal Data Transformation

Transforms, cleans, and reshapes complex datasets locally using industry-standard Python libraries like pandas and numpy.

DNAnexus Integration

Facilitates the development and management of genomics pipelines on the DNAnexus cloud platform using the dxpy Python SDK and CLI.

Plotly Data Visualization

Generates interactive, publication-quality data visualizations and dashboards using the Plotly Python library.

System Resource Analyzer

Detects and reports available system hardware resources to provide strategic recommendations for computationally intensive tasks.

Excel Master

Enables professional-grade spreadsheet creation, formula-driven financial modeling, and data analysis with automated error validation.

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.

DiffDock Molecular Docking

Predicts high-accuracy 3D protein-ligand binding poses using diffusion-based deep learning for structure-based drug discovery.

Universal Data Transformation

Transforms, cleans, and reshapes complex datasets locally using industry-standard Python libraries like pandas and numpy.

HMDB Metabolome Database

Accesses and analyzes the Human Metabolome Database to retrieve detailed metabolite information, chemical properties, and clinical biomarkers.