Data Science & ML Claudeスキル

LLM Application Patterns

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

NetCDF Metadata

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

AI Voice Agents

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

Advanced Excel & Spreadsheet Processing

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

Market Analysis Expert

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

Academic Research Engineer

Implements high-performance software and theoretical computer science solutions with absolute scientific rigor and formal verification.

Biomni Biomedical AI Agent

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

Denario Scientific Research Assistant

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

Julia Numerical Computing

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

Biomni Biomedical AI Research Agent

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

Denario Scientific Research Agent

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

BioServices Bioinformatics API

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

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.

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.

Open Targets Database

Queries the Open Targets Platform to identify and prioritize therapeutic drug targets through genetic, omics, and clinical evidence.

Claude Opus 4.5 Migration Guide

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

CrewAI Multi-Agent Architect

Designs and orchestrates collaborative AI agent teams using the CrewAI framework for complex, role-based workflows.

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.

Universal Data Transformation

Cleans, reshapes, and preprocesses datasets locally using pandas, numpy, and sklearn for any LLM provider.

DSPy.rb Expert

Builds type-safe, composable LLM applications in Ruby by programmatically defining models, modules, and optimization workflows.

GEO Database Access

Access and download NCBI Gene Expression Omnibus (GEO) datasets for transcriptomics and genomics research.

AI Multimodal Processing

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

SimPy Simulation Framework

Builds and manages discrete-event simulations in Python for modeling complex systems like logistics, manufacturing, and network traffic.