Data Science & ML Claude 技能

NetCDF Metadata

Extracts and analyzes metadata from NetCDF and CDL files into structured CSV format for documentation and data analysis.

CrewAI Multi-Agent Architect

Architects and orchestrates collaborative multi-agent AI teams using the CrewAI framework for complex, task-driven workflows.

LLM Application Patterns

Provides production-ready architectural blueprints and code implementation guides for building advanced, scalable LLM-powered applications.

LLM Application Patterns

Implements production-ready architectures for LLM applications, including RAG pipelines, autonomous agent patterns, and prompt management workflows.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

LLM Prompt Caching

Optimizes LLM performance and reduces API costs through strategic prompt, response, and semantic caching techniques.

AI Voice Agents

Architects high-performance conversational AI systems with optimized latency, natural turn-taking, and robust voice activity detection.

Market Analysis Expert

Analyzes market trends and technical indicators to provide actionable trading insights and detailed risk assessments.

CrewAI Multi-Agent Architect

Orchestrates complex multi-agent AI teams using the CrewAI framework to automate sophisticated workflows through collaborative role-based agents.

LLM Application Patterns

Implement production-ready AI architectures using proven patterns for RAG, autonomous agents, and prompt engineering.

Advanced Excel & Spreadsheet Processing

Manages professional-grade spreadsheet creation, editing, and financial modeling with rigorous formula verification and industry-standard formatting.

Julia Numerical Computing

Executes complex numerical calculations, linear algebra operations, and scientific computing tasks using the high-performance Julia language.

ERA5 Climate Data Downloader

Retrieves global atmospheric, land, and ocean climate reanalysis data from the Copernicus Climate Data Store using the CDS API.

DNAnexus Integration

Streamlines bioinformatics pipeline development and genomics data management on the DNAnexus cloud platform.

Claude Opus 4.5 Migration Guide

Migrates codebases and prompts from legacy Claude models to Opus 4.5 across various API platforms.

Denario Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis to publication-ready LaTeX manuscripts.

BioServices Bioinformatics API

Simplifies programmatic access to over 40 bioinformatics web services and databases using a unified Python interface.

Biomni Biomedical AI Research Agent

Automates complex biomedical research tasks including genomics, drug discovery, and clinical analysis through autonomous AI reasoning and code execution.

Biomni Biomedical AI Agent

Executes complex biomedical research tasks including genomics analysis, drug discovery, and molecular biology workflows through an autonomous agent framework.

Contingency Module Architect

Designs resilient contingency module architectures to manage failure scenarios within AI governance frameworks.

Scientific Exploratory Data Analysis

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

STRING Protein Database Integration

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

Perplexity AI Search

Executes real-time, AI-powered web searches with cited sources and scientific literature access using Perplexity models.

Denario Scientific Research Agent

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

D3.js Data Visualization

Creates sophisticated, interactive, and custom SVG-based data visualizations using the D3.js library.

Academic Research Engineer

Applies uncompromising scientific rigor and theoretical correctness to complex software engineering and high-performance implementation challenges.

ESM Protein Engineering Toolkit

Facilitates advanced protein design, structure prediction, and representation learning using ESM3 and ESM C models.

Datamol Cheminformatics

Simplifies molecular cheminformatics workflows with a Pythonic interface for RDKit, handling molecular standardization, descriptors, and 3D conformers.

Chroma Vector Database

Integrates ChromaDB to store embeddings and perform high-performance semantic search for AI applications.

Cirq Quantum Computing

Architects, simulates, and optimizes quantum circuits for execution on high-performance simulators and real quantum hardware using Google's open-source framework.