Data Science & ML Claude 스킬

Lumen AI Data Exploration

Enables natural language data exploration and conversational analytics through AI-powered agents and automated SQL generation.

Astropy Fundamentals

Simplifies astronomical data analysis and processing using the Astropy ecosystem for coordinates, units, and FITS files.

Xarray Multidimensional Data Analysis

Analyzes and processes labeled multidimensional scientific datasets using Xarray, Dask, and geospatial extensions.

Pixi Environment Manager

Streamlines scientific Python development by managing complex conda and PyPI dependencies with fast, reproducible Pixi environments.

Advanced Data Rendering with Datashader

Enables high-performance rasterization and visualization for massive datasets exceeding 100 million points using Datashader and HoloViews.

HoloViz Data Visualization

Creates complex, interactive, and multi-dimensional data visualizations using the HoloViz ecosystem.

Geospatial Visualization & Mapping

Creates interactive, high-performance geographic visualizations and spatial data analyses using GeoViews and GeoPandas.

Plotting Fundamentals with HoloViz

Generates interactive, publication-quality visualizations and dashboards using the HoloViz ecosystem.

Scientific Python Packaging

Standardizes the creation and distribution of Python packages using modern Hatchling and PEP 621 conventions for scientific computing.

Colormaps & Visual Styling

Master color management and accessible visual styling using perceptually uniform Colorcet palettes for scientific data visualizations.

Holoviz Param Type-Safe Configuration

Implements declarative, type-safe parameter systems with automatic validation and reactive UI generation for Python applications.

Apache Airflow Orchestration

Orchestrates complex data pipelines and automated workflows using Apache Airflow's DAG-based architecture and extensive operator ecosystem.

LangChain Orchestration

Architects production-grade LLM applications using advanced LangChain orchestration patterns, agents, and complex memory systems.

Apache Spark Data Processing

Architects and optimizes scalable, distributed data pipelines and analytics systems using the Apache Spark framework.

MLOps Workflows

Implements production-grade machine learning lifecycles using MLflow for experiment tracking, model registration, and multi-cloud deployment patterns.

ArXiv Paper Search

Searches the arXiv preprint repository for scholarly articles across scientific fields like machine learning, physics, and mathematics.

Benchling Integration

Automates Benchling R&D platform operations including sequence registry management, laboratory inventory tracking, and electronic lab notebook (ELN) documentation.

Vibe Virtual Machine (VVM)

Orchestrates complex multi-agent workflows and AI-powered programs using a specialized language where the LLM acts as the runtime.

Excel & Financial Modeling

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

Chunking Advisor

Recommends optimal document chunking strategies to improve retrieval quality and accuracy in RAG pipelines.

RAG Pipeline Auditor

Audits and optimizes Retrieval-Augmented Generation (RAG) implementations for performance, accuracy, and production readiness.

RAG Scaffold

Generates production-ready Retrieval-Augmented Generation (RAG) pipeline boilerplate code with integrated best practices.

RAG Evaluation & Benchmarking

Evaluates RAG system performance through automated metrics, LLM-as-judge scoring, and competitive benchmarking.

Eval Gap Finder

Automates the identification and resolution of performance discrepancies between Python and AILANG benchmark success rates.

Chemist Analyst

Analyzes molecular structures, chemical reactions, and material properties through a rigorous scientific and analytical lens.

Claude Agent SDK

Builds production-ready AI agents using Anthropic's official framework for tool orchestration and autonomous workflows.

Sociologist Analyst

Analyzes complex events and social systems through the lens of structural-functionalism, conflict theory, and symbolic interactionism.

Biologist Analyst

Analyzes living systems and life sciences phenomena through evolutionary, molecular, and ecological frameworks.

Chemist Analyst

Analyzes complex events through a rigorous chemistry lens, applying principles of molecular structure, reaction mechanisms, and thermodynamics.

Sociologist Analyst

Analyzes social events and structures using rigorous sociological frameworks and theoretical perspectives.