Data Science & ML Claude 技能

Apache Airflow DAG Patterns

Implements production-grade Apache Airflow workflows using industry-standard patterns for orchestration, error handling, and testing.

Data Science Project Brainstormer

Refines vague data analysis requests into clear, actionable objectives using Socratic questioning before any code is written.

ToolUniverse Scientific Research

Connects Claude to over 600 specialized scientific tools and databases for bioinformatics, drug discovery, and genomic analysis.

Gtars Genomics Toolkit

Performs high-performance genomic interval analysis and data preprocessing for machine learning using Rust-powered tools.

Biopython Bioinformatics Toolkit

Simplifies computational molecular biology tasks including sequence manipulation, NCBI database access, and structural analysis.

Gtars: Genomic Interval Analysis

Provides a high-performance Rust toolkit for genomic interval analysis, coverage track generation, and machine learning tokenization.

Backtesting Frameworks

Builds production-grade backtesting systems for trading strategies with rigorous bias mitigation and realistic performance modeling.

PyOpenMS Mass Spectrometry Analysis

Facilitates mass spectrometry data analysis, proteomics, and metabolomics workflows using Python-based OpenMS bindings.

PyOpenMS Mass Spectrometry

Analyzes complex mass spectrometry data for proteomics and metabolomics using Python bindings for the OpenMS library.

Biopython Bioinformatics Toolkit

Facilitates computational molecular biology tasks using the Biopython library for sequence analysis, structural bioinformatics, and NCBI database integration.

MLOps Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

BioServices Bioinformatics Integration

Accesses over 40 major bioinformatics web services and databases through a unified Python interface for seamless biological data retrieval and analysis.

Hypogenic Scientific Researcher

Automates the generation, refinement, and testing of scientific hypotheses by integrating observational data with existing literature.

Excel & Spreadsheet Management

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula verification and formatting standards.

ToolUniverse Scientific Research

Simplifies scientific research by providing standardized access to over 600 tools for bioinformatics, drug discovery, and computational biology.

Spark Performance Optimizer

Optimizes Apache Spark jobs using advanced partitioning, memory management, and shuffle tuning strategies to enhance data processing speed.

Water Rights & Fishing Archival Clerk

Indexes and transcribes historical evidence regarding water licenses, irrigation, and fishing rights for legal-grade archival processing.

FDA Regulatory Database Access

Queries the openFDA API to retrieve comprehensive data on drugs, medical devices, food safety, and adverse events.

LangChain Architecture

Architects sophisticated LLM applications using LangChain patterns for agents, conversation memory, and modular chain workflows.

RLM Project Assistant

Orchestrates Recursive Language Models (RLM) to process and analyze massive datasets and files exceeding 10MB using Rust and WASM.

FDA Database Integration

Queries the openFDA API to analyze regulatory data for drugs, medical devices, food safety, and chemical substances.

FDA Regulatory Database Access

Queries the openFDA API to retrieve comprehensive data on drug safety, medical device clearances, food recalls, and substance identifiers.

Agent Development Framework

Streamlines the creation, testing, and optimization of sophisticated autonomous agents and subagents within the Claude Code ecosystem.

ToolUniverse

Orchestrates over 600 scientific tools and datasets for bioinformatics, drug discovery, and advanced computational research workflows.

Python Data Visualization

Generates publication-quality charts and statistical visualizations using Matplotlib and Seaborn.

Data Pipeline Configurator

Automates the configuration and management of reproducible data collection pipelines from databases, APIs, web scraping, and LLM generation.

Data Analyst Export

Exports data analysis results into multiple professional formats including CSV, Excel, JSON, and Markdown with customized formatting.

Google Gemini File Search

Implements fully managed Retrieval-Augmented Generation (RAG) using the Google Gemini File Search API for advanced document Q&A.

Excel & Spreadsheet Mastery

Automates the creation, editing, and analysis of professional Excel workbooks with formula persistence and financial modeling standards.

Biomni Biomedical Agent

Executes complex, multi-step biomedical research tasks using autonomous AI reasoning and integrated biological databases.