Data Science & ML Claudeスキル

Marimo Reactive Notebooks

Builds, debugs, and optimizes reactive Python notebooks and interactive data dashboards using the marimo framework.

Architecture Synthesis

Generates comprehensive reference architecture specifications and implementation roadmaps for custom AI agent frameworks.

QuTiP Quantum Dynamics

Simulates open and closed quantum system dynamics using the Quantum Toolbox in Python framework.

Scanpy Single-Cell Analysis

Analyzes high-dimensional single-cell gene expression data to identify cell types, states, and developmental trajectories.

Scientific Visualization for Publication

Generates journal-ready, publication-grade figures and statistical visualizations using colorblind-safe palettes and professional layouts.

Google ADK Python

Builds, evaluates, and deploys code-first AI agents and multi-agent systems using Google's Agent Development Kit.

ChemPy Chemistry Simulation

Simplifies physical and analytical chemistry tasks by automating chemical equation balancing, kinetic modeling, and equilibrium calculations.

Excel & Spreadsheet Mastery

Automates professional-grade spreadsheet creation, financial modeling, and data analysis with formula preservation and validation.

SimPy Simulation Engine

Models complex real-world systems using process-based discrete-event simulation in Python.

COBRApy Metabolic Modeling

Models and analyzes large-scale metabolic networks in microorganisms using constraints-based reconstruction and flux balance analysis.

NetworkX Graph Analysis

Analyzes and manipulates complex network structures and graph algorithms using Python's leading network science library.

JAX Scientific Computing

Accelerates Python and NumPy programs using composable transformations for high-performance machine learning and scientific simulations.

GeoPandas Geospatial Analysis

Performs advanced geospatial data manipulation and spatial analysis using the familiar Pandas API in Python.

ProDy Protein Dynamics Analysis

Analyzes protein dynamics, evolution, and structural flexibility using Elastic Network Models and structural ensemble analysis.

Scientific Agent Skill Template

Provides a standardized framework for developing specialized scientific research and data analysis capabilities within Claude Code.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process audio, video, images, and documents directly within your development workflow.

arXiv Terminal Manager

Manages and searches academic papers from arXiv directly through a local terminal-based database.

Hugging Face Transformers Integration

Integrates state-of-the-art machine learning models for natural language processing, computer vision, and scientific data analysis using the Hugging Face ecosystem.

Scientific Video Processing (scikit-video)

Simplifies scientific video analysis by providing a NumPy-based interface for FFmpeg, motion estimation, and video quality metrics.

Shapely Geometry Operations

Performs advanced manipulation and analysis of 2D planar geometric objects using standardized algorithms.

Local LLM Management

Manages local Ollama LLM models for development, testing, and VRAM optimization within Claude Code workflows.

PyTorch Deep Learning

Builds, trains, and optimizes high-performance neural networks and scientific computing models using the PyTorch framework.

FastAPI & Streamlit Deployment

Deploys scientific models and data applications using high-performance FastAPI backends and interactive Streamlit frontends.

h5py Hierarchical Data Storage

Manages large-scale numerical datasets using the HDF5 binary format and NumPy-compatible interfaces for high-performance data science.

SymPy Symbolic Mathematics

Performs complex symbolic mathematical operations including calculus, equation solving, and algebraic manipulation using the SymPy library.

MNE Neurophysiology Analysis

Analyzes and visualizes human neurophysiological data including EEG, MEG, and intracranial recordings using Python-based best practices.

Pysam Genomic Data Analysis

Manipulates and analyzes genomic alignment and variant files using the pysam library for high-throughput sequencing pipelines.

Dask Performance Optimization

Optimizes Dask distributed computing performance through advanced cluster tuning, memory management, and task graph refinement.

Pyomo Mathematical Optimization

Formulates and solves complex mathematical optimization problems using a natural Pythonic syntax for linear, integer, and non-linear models.

PySCF Quantum Chemistry

Performs ab initio quantum chemistry calculations and molecular simulations using the PySCF framework.