Data Science & ML Claude 스킬

Dagster Prototyper

Generates production-ready Dagster data assets and pipelines using natural language requirements and industry best practices.

Dagster Workspace Creator

Initializes and scaffolds organized multi-project environments for Dagster data orchestration using natural language.

Dagster Project Creator

Initializes new Dagster projects with a recommended structure using natural language commands.

RAG Implementation Specialist

Implements advanced Retrieval-Augmented Generation patterns, optimizing document chunking, embeddings, and search strategies for high-performance AI systems.

Autonomous Agent Architect

Builds reliable, production-ready autonomous AI systems using proven agentic patterns and strict reliability guardrails.

Professional Excel & Financial Modeling

Creates, edits, and analyzes professional spreadsheets with industry-standard formatting, dynamic formulas, and automated recalculation.

Dagster Integrations Index

Provides a comprehensive, categorized guide to over 82 Dagster integrations for data orchestration and engineering.

Autonomous Agent Architect

Builds and manages reliable AI agents using robust patterns like ReAct and Plan-Execute to ensure production-grade performance.

Scanpy Single-Cell Analysis

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

ChemPy Chemistry Simulation

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

QuTiP Quantum Dynamics

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

Scientific Agent Skill Template

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

Shapely Geometry Operations

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

GeoPandas Geospatial Analysis

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

JAX Scientific Computing

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

NetworkX Graph Analysis

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

Implement Paper From Scratch

Guides the step-by-step implementation of research papers from scratch to ensure deep understanding and technical reproducibility.

ProDy Protein Dynamics Analysis

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

Xarray Scientific Data Analysis

Manages and analyzes multi-dimensional labeled arrays and datasets for scientific computing and physical sciences.

Numba JIT Performance

Accelerates Python and NumPy code using Just-In-Time (JIT) compilation for machine-speed execution.

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.

FastAPI & Streamlit Deployment

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

Pysam Genomic Data Analysis

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

Pyomo Mathematical Optimization

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

Scientific Video Processing (scikit-video)

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

SimPy Simulation Engine

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

Dask Performance Optimization

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

Research Taste Developer

Develops the analytical intuition to distinguish high-impact, foundational research from incremental work and academic noise.

h5py Hierarchical Data Storage

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

CareerCopilot Agent Scaffolder

Automates the creation of standardized Python-based AI agents for autonomous career-focused tasks.