Data Science & ML Claude 스킬

Automatic CSV Data Analyst

Analyzes CSV files automatically to provide statistical summaries, domain-specific insights, and relevant visualizations without requiring user intervention.

Marimo Notebook Assistant

Builds and optimizes reactive Python notebooks using marimo for interactive data analysis, dashboards, and machine learning workflows.

Scientific Brainstorming

Facilitates creative research ideation and exploratory scientific problem-solving through structured conversational partnership.

Marimo Development

Builds reactive Python notebooks, interactive dashboards, and data-driven applications using the marimo framework.

Zarr Python Scientific Data Management

Manages large N-dimensional arrays with chunking and compression for high-performance scientific computing and cloud storage.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms on real hardware and high-performance simulators.

Pymoo Optimization

Implements multi-objective and single-objective optimization algorithms to solve complex engineering and mathematical problems.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for molecular machine learning and drug discovery workflows.

Agentic Prompt Crafting

Optimizes AI agent behavior through specialized prompt engineering patterns and best practices for complex, autonomous workflows.

Pixi Package Manager

Manages fast, reproducible scientific Python environments by unifying the conda and PyPI ecosystems.

LLM Evaluation

Implements comprehensive evaluation frameworks to measure LLM application quality using automated metrics, human feedback, and comparative benchmarks.

RAG Implementation Expert

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground LLMs in external data.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and reasoning capabilities in production environments.

Financial Analysis & Modeling

Provides comprehensive financial frameworks for modeling, valuation, corporate finance decisions, and advanced statement analysis.

Flow Nexus Neural

Train, deploy, and manage distributed neural networks within E2B sandboxes using the Flow Nexus ecosystem.

ReasoningBank with AgentDB

Implements high-performance adaptive learning and memory distillation for AI agents using the ultra-fast AgentDB vector engine.

Swarm Orchestration

Orchestrates multi-agent AI systems for parallel task execution and intelligent workflow coordination using dynamic topologies.

ML Anomaly Detection

Identifies statistical outliers and patterns in batch or streaming datasets using specialized machine learning backends.

Hugging Face Transformers

Simplifies working with pre-trained transformer models for NLP, computer vision, and audio tasks within Claude Code.

Benchmark Report Creator

Orchestrates the end-to-end creation of publication-quality AI/ML benchmark reports with high-resolution diagrams and PDF export.

HuggingFace Tokenizers

Implements high-performance, Rust-powered tokenization for training and deploying custom NLP models with speed and precision.

Marimo Notebook Essentials

Develops reactive Python notebooks and interactive dashboards using the marimo framework.

Seaborn Statistical Visualization

Creates publication-quality statistical graphics and complex data visualizations using a high-level Python interface.

Research Lookup

Automates academic literature search and technical research using Perplexity's Sonar models with intelligent reasoning selection.

LlamaFarm RAG Pipeline

Provides expert guidance for building, configuring, and optimizing Retrieval-Augmented Generation (RAG) pipelines.

Systematic Literature Review

Conducts comprehensive, multi-database literature searches and synthesizes findings into professionally formatted research documents with verified citations.

Scientific Critical Thinking

Evaluates the rigor of scientific claims by assessing methodology, identifying biases, and grading evidence quality using standardized frameworks.

Perplexity AI Web Search

Enables real-time, AI-powered web searches with cited sources and advanced reasoning capabilities through the Perplexity model family.

LlamaFarm Configuration Builder

Generates optimized LlamaFarm configuration files from natural language descriptions for RAG and document processing workflows.

Statsmodels Statistics & Econometrics

Implements rigorous statistical modeling, econometrics, and time series analysis using Python's statsmodels library.