Data Science & ML Claudeスキル

Twelve Data Financial API

Integrates comprehensive financial market data for stocks, forex, crypto, and technical indicators into the Claude environment.

KEGG Database Connector

Provides direct access to the KEGG REST API for biological pathway analysis, gene mapping, and metabolic research.

Twelve Data Financial API

Integrates Twelve Data for real-time and historical financial market data across stocks, forex, crypto, and technical indicators.

xAI Grok Model Selection Guide

Provides comprehensive guidance and technical specifications for selecting and optimizing xAI Grok models within developer workflows.

PyTorch Lightning

Streamlines deep learning development by organizing PyTorch code into scalable, boilerplate-free Lightning modules and automated training workflows.

ETE Phylogenetic Toolkit

Provides comprehensive tools for phylogenetic tree manipulation, evolutionary analysis, and high-quality biological data visualization.

OMERO Microscopy Integration

Manages and analyzes microscopy data through the OMERO Python API for scientific imaging and high-content screening workflows.

Scientific Critical Thinking

Evaluates scientific research rigor and evidence quality using standardized frameworks like GRADE and Cochrane.

Claude Opus 4.5 Expert Guide

Provides comprehensive guidance on leveraging Claude Opus 4.5, including reasoning control via the effort parameter and performance optimization.

Molfeat Molecular Featurization

Transforms chemical structures into machine learning-ready numerical features using a library of over 100 featurizers and pretrained models.

Python Project Structure Refactor

Transforms monolithic Python research code and notebooks into modular, production-ready package structures.

Unit-Aware Computation

Performs precise unit conversions, dimensional analysis, and unit-aware arithmetic using the Pint library.

SimPy Simulation Engine

Builds process-based discrete-event simulations in Python to model complex systems with resource contention and time-based events.

Amazon Bedrock Model Customization

Customizes and optimizes Amazon Bedrock foundation models through fine-tuning, continued pre-training, reinforcement learning, and model distillation.

Embedding & Chunking Strategies

Optimizes vector search and RAG applications through intelligent embedding model selection and advanced document chunking strategies.

PennyLane Quantum Machine Learning

Builds, trains, and optimizes hybrid quantum-classical models using automatic differentiation and hardware-agnostic circuit programming.

Seaborn Statistical Visualization

Generates high-quality statistical graphics and data visualizations with seamless Pandas integration.

Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

Agent Memory System

Implements a multi-layered persistent memory architecture that enables AI agents to learn from experience and retain knowledge across sessions.

LLM Evaluation Suite

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking frameworks.

LLM Performance Evaluation

Implement comprehensive evaluation frameworks for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

Zarr Python Data Storage

Manages large-scale N-dimensional arrays with chunked storage, compression, and seamless cloud integration for scientific computing pipelines.

Aeon Time Series ML

Empowers Claude to perform advanced time series machine learning, including classification, forecasting, and anomaly detection using the specialized aeon toolkit.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters and implementing advanced quantization strategies for AI applications.

Embedding Strategies for RAG

Optimizes text embedding selection and chunking strategies to enhance semantic search and RAG application performance.

LangChain Architecture

Architects and implements sophisticated LLM applications using LangChain agents, chains, and memory patterns.

Advanced XLSX Spreadsheet Manager

Creates, edits, and analyzes sophisticated Excel workbooks with a focus on dynamic formulas, financial modeling standards, and automated recalculation.

PubMed Research Assistant

Accesses and queries the PubMed database for biomedical literature, systematic reviews, and citation management.

Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and risk-adjusted return ratios for quantitative trading strategies.

Hybrid Search Implementation for RAG

Combines vector similarity and keyword-based search to improve retrieval accuracy and recall in AI-driven applications.