Data Science & ML Claudeスキル

Metabolomics Analysis

Provides expert strategies and domain knowledge for analyzing metabolic pathways, flux measurements, and biochemical mechanisms.

Medical Diagnosis

Assists medical professionals by extracting symptoms from natural language, identifying potential diagnoses, and suggesting clinical next steps.

RAG Architect

Designs, implements, and optimizes production-grade Retrieval-Augmented Generation (RAG) pipelines for AI applications.

Financial Analyst

Performs automated financial ratio analysis, DCF valuations, and driver-based forecasting for strategic decision-making.

Financial Analyst

Automates professional financial modeling, DCF valuations, and budget variance analysis using specialized Python toolkits.

Senior Data Scientist

Implements production-grade statistical modeling, experiment design, and predictive analytics pipelines using Python, R, and SQL.

Senior ML Engineer

Productionizes machine learning models, builds MLOps pipelines, and implements robust LLM application architectures.

Agent Workflow Designer

Orchestrates complex multi-agent systems using production-grade patterns, automated scaffolding, and robust error-handling strategies.

Agent Workflow Designer

Architects production-grade multi-agent AI workflows with structured pattern selection and robust error handling.

RAG Architect

Designs and optimizes production-grade Retrieval-Augmented Generation (RAG) pipelines with advanced chunking, retrieval, and evaluation strategies.

Genomics Analysis

Provides specialized strategies and code patterns for genomics and transcriptomics data analysis, visualization, and biological interpretation.

Senior Prompt Engineer

Optimizes LLM prompts, evaluates RAG systems, and designs complex agentic workflows with standardized engineering patterns.

Senior ML Engineer

Deploys and optimizes production-grade machine learning models, MLOps pipelines, and RAG systems.

SEC EdgarTools Analysis

Queries and analyzes SEC filings, XBRL financials, and company data for streamlined financial research and auditing.

Senior Computer Vision Engineering

Architects and deploys production-grade computer vision systems for object detection, image segmentation, and advanced visual AI applications.

Financial Health Analyzer

Performs automated financial ratio analysis, DCF valuations, and budget variance modeling to assess business performance.

Data Engineering & Pipeline Optimization

Implements reliable, reproducible data pipelines and infrastructure using best practices for ETL/ELT workflows.

LangChain Architecture

Builds sophisticated LLM applications and autonomous agents using the LangChain framework's core patterns and integrations.

Senior Computer Vision Engineer

Builds, optimizes, and deploys production-grade computer vision systems for object detection and image segmentation.

Agent Designer

Architects and evaluates complex multi-agent systems using specialized design patterns, orchestration strategies, and safety guardrails.

Finance Analyst Bundle

Automates professional financial analysis including DCF valuation, ratio calculation, and budget variance reporting using standard Python tools.

BayesFlow Packaging Assistant

Automates the management of BayesFlow extension packages including directory structures, API exports, and CI/CD configuration.

BayesFlow Model Validation

Validates neural posterior estimators using simulation-based calibration (SBC), coverage analysis, and diagnostic quality gates.

BayesFlow Data Adapters

Optimizes and manages data preprocessing pipelines for BayesFlow simulation-based inference networks.

BayesFlow Validation & Calibration

Validates neural posterior estimators using simulation-based calibration (SBC) and coverage analysis for BayesFlow models.

Financial Analyst

Performs production-ready financial analysis including DCF valuations, ratio calculations, and budget variance monitoring.

BayesFlow Adapter Assistant

Streamlines the creation and debugging of BayesFlow data preprocessing pipelines for simulation-based inference.

BayesFlow GPU Memory Manager

Optimizes GPU memory usage and automates recovery from CUDA out-of-memory errors during BayesFlow training.

PaperBanana Scientific Illustration Generator

Generates publication-ready scientific diagrams and statistical plots for academic papers using a multi-agent pipeline.

Market Research & Intelligence

Conducts data-driven market research, competitive analysis, and investor due diligence with verified source attribution.