Data Science & ML Claude 스킬

AI SDK Agent Orchestration

Orchestrates complex multi-agent systems using AI SDK v5 with intelligent routing, task delegation, and cross-provider workflows.

AI Chart Visualization & GPT-Vis

Generates and renders interactive data visualizations across 20+ chart types using AI-friendly GPT-Vis syntax for modern web frameworks.

Semantic Search Tools

Performs meaning-based search across code and documents using embedding-based similarity matching to find relevant information without exact keywords.

Model Registry Maintainer

Updates and manages the MassGen model registry, including model capabilities, release dates, and pricing information across system backends.

Mental Health Data Analyzer

Analyzes mental health metrics, identifies emotional patterns, and correlates psychological well-being with sleep, exercise, and nutrition data.

Financial Modeling Suite

Builds professional-grade financial models including DCF analysis, Monte Carlo simulations, and scenario planning for investment valuation.

Hugging Face Paper Publisher

Manages and publishes research papers on the Hugging Face Hub by linking them to models and datasets, claiming authorship, and generating structured markdown articles.

Hugging Face Dataset Creator

Manages the end-to-end lifecycle of Hugging Face Hub datasets, providing tools for repository initialization, configuration, and structured data streaming.

Hugging Face Evaluation Manager

Manages and automates the integration of structured evaluation results into Hugging Face model cards and metadata.

Cloud Model Trainer

Trains and fine-tunes language models on Hugging Face's cloud infrastructure using the TRL library.

Machine Learning for Rust

Accelerates the development of high-performance ML and AI applications in Rust by providing domain-specific design patterns and framework guidance.

Math Tools for Claude Code

Provides deterministic, symbolic mathematical computation using SymPy to ensure absolute accuracy in complex calculations.

Math Tools

Executes deterministic mathematical computations using SymPy to ensure exact symbolic results across algebra, calculus, linear algebra, and statistics.

ArXiv & Academic Paper Search Setup

Configures a Docker-based MCP server for searching and downloading academic papers from arXiv, PubMed, and other scholarly sources.

Business Analyst

Transforms complex business data into actionable insights through advanced analytics, predictive modeling, and strategic KPI frameworks.

LangChain Architecture

Architects sophisticated LLM applications using the LangChain framework for agents, memory management, and complex workflow orchestration.

Codex AI Model Routing

Optimizes development efficiency by routing complex Rust architecture tasks to Sonnet 4.5 and routine utility work to Haiku 4.5.

Vector Index Optimizer

Optimizes vector index performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale search.

Prompt Engineer

Optimizes LLM performance through advanced prompting techniques, constitutional AI, and production-ready prompt system design.

OpenAI Whisper Transcription

Transcribes audio files into text or JSON format using OpenAI's state-of-the-art Whisper API.

Scientific Hypothesis Generation

Generates testable, evidence-based scientific hypotheses and structured experimental designs from observations or literature.

Data Scientist Expert

Provides expert-level data analysis, machine learning modeling, and statistical insights to drive data-driven decision-making.

LLM Evaluation Suite

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

MLOps Engineer

Builds and automates production-grade machine learning pipelines, experiment tracking systems, and scalable ML infrastructure across cloud platforms.

AI Engineer

Builds production-grade LLM applications, advanced RAG architectures, and autonomous agent systems with a focus on scalability and safety.

pyvene Causal Interventions

Performs declarative causal interventions and mechanistic interpretability experiments on PyTorch models.

Constitutional AI Safety Alignment

Implements Anthropic's Constitutional AI method to train harmless, helpful models through self-critique and automated AI feedback.

Megatron-Core LLM Training

Optimizes large-scale language model training using NVIDIA Megatron-Core with advanced 3D and expert parallelism strategies.

TensorRT-LLM Optimization

Accelerates Large Language Model inference on NVIDIA GPUs using state-of-the-art optimization techniques for maximum throughput and minimal latency.

NeMo Guardrails Safety

Implements programmable safety rails and validation for LLM applications to prevent jailbreaks, hallucinations, and PII leaks.