Data Science & ML Claude 스킬

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.

Hypogenic Research Assistant

Accelerates scientific discovery by automating the generation, refinement, and testing of research hypotheses using large language models and observational datasets.

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.

Ensembl Genome Database

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

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.

Astropy Mastery

Streamlines astronomical data analysis and astrophysical calculations using the core Astropy Python library.

Excel Master

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

NCBI Gene Database Integration

Accesses and queries the NCBI Gene database to retrieve comprehensive genetic information, sequences, and functional annotations via E-utilities and Datasets APIs.

Financial Modeling Suite

Generates professional financial models using DCF analysis, Monte Carlo simulations, and scenario planning for investment decision-making.

DiffDock Molecular Docking

Predicts high-accuracy 3D binding poses of small molecule ligands to protein targets using state-of-the-art diffusion models.

System Resource Profiler

Analyzes hardware capabilities and provides strategic recommendations for computationally intensive scientific tasks.

RDKit Cheminformatics

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

Hypogenic Research Assistant

Automates scientific hypothesis generation and testing by combining observational data with literature-based insights using large language models.

DNAnexus Integration

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

Excel Data Analysis & Reporting

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

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.

NCBI Gene Database Skill

Queries NCBI Gene databases to retrieve comprehensive genomic data, including sequences, annotations, and functional pathways.

HMDB Metabolome Database Access

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

QuTiP Quantum Simulation

Simulates and analyzes open and closed quantum mechanical systems using the QuTiP Python library.

NCBI Gene Database Integration

Queries the NCBI Gene database to retrieve comprehensive genetic information, metadata, and sequences for annotation and functional analysis.

AI Multimodal Processing

Processes and generates multimedia content including audio, video, images, and documents using the Google Gemini API.

BioRxiv Database Search

Facilitates efficient searching and retrieval of life sciences preprints from the bioRxiv database using keywords, authors, and DOI metadata.