Data Science & ML Claudeスキル

Zarr Python Data Storage

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

LLM Performance Evaluation

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

LLM Evaluation Suite

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

IEEE PES Paper Reviewer

Provides specialized technical auditing and compliance reviews for Physics-Guided GNN research papers targeting IEEE Power & Energy Society submissions.

Prompt Engineering Patterns

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

Seaborn Statistical Visualization

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

Vector Index Tuning & Optimization

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and scaling configurations for high-efficiency similarity search.

PennyLane Quantum Machine Learning

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

Agent Orchestration Patterns

Implements robust multi-agent systems using Pydantic tool schemas, state management, and advanced orchestration patterns.

Unsloth TTS Fine-Tuning

Optimizes Text-to-Speech model training and voice cloning using the Unsloth library for faster performance and lower VRAM usage.

LangChain & LangGraph Architecture

Designs and implements sophisticated LLM applications using LangChain 1.x and LangGraph for advanced agentic workflows and state management.

Advanced Excel & Spreadsheet Manager

Automates the creation, editing, and analysis of complex Excel spreadsheets with support for dynamic formulas and financial modeling standards.

Embedding & Chunking Strategies

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

XLSX Spreadsheet Expert

Automates professional spreadsheet creation, financial modeling, and data analysis with dynamic formulas and industry-standard formatting.

SimPy Simulation Engine

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

Unit-Aware Computation

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

Python Project Structure Refactor

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

Molfeat Molecular Featurization

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

LLM Model Selection & Provider Management

Optimizes LLM performance and reliability through automated model selection, cost estimation, and intelligent fallback strategies.

JeriCommerce Loyalty Report Generator

Generates comprehensive loyalty program performance reports and data-driven growth projections via Metabase integration.

SpatialData

Manages, analyzes, and visualizes multi-modal spatial omics data using the SpatialData Python ecosystem and OME-NGFF standards.

Scientific Critical Thinking

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

OMERO Microscopy Integration

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

ETE Phylogenetic Toolkit

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

PyTorch Lightning

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

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through production model deployment.

NumPy String Operations

Performs high-performance, vectorized string manipulation and text cleaning using NumPy's specialized string modules.

LLM Evaluation Framework

Implement and automate comprehensive evaluation strategies for Large Language Model applications using metrics, human feedback, and LLM-as-judge patterns.

KEGG Database Connector

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

Google Gemini AI & Multimodal Tools

Integrates Google Gemini's multimodal analysis, massive context processing, and image generation capabilities directly into Claude Code.