Data Science & ML Claude 스킬

Data Context Extractor

Automates the creation of company-specific data analysis skills by extracting domain knowledge and schema context from analysts.

Research Prompt Builder

Generates structured research prompts for surveys and literature reviews through an interactive, guided interview process.

Gemini Web Client

Provides text and image generation capabilities via the Gemini Web API for advanced AI-driven workflows.

Research Orchestrator

Manages complex academic research workflows through 24 specialized agents with mandatory human-in-the-loop checkpoints.

LangChain Framework

Builds sophisticated LLM applications using LangChain for prompt management, model chaining, and structured output parsing.

PEFT & LoRA Fine-Tuning

Streamlines parameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and Unsloth to optimize memory and training speed.

QLoRA Experimentation & Optimization

Optimizes LLM fine-tuning via advanced QLoRA patterns, hyperparameter tuning, and memory-efficient implementation strategies.

ComfyUI Stable Diffusion Manager

Manages ComfyUI instances for node-based Stable Diffusion image generation with automated GPU configuration and model management.

Whisper Audio Transcriber

Converts audio and video files into text transcripts with word-level timestamps using WhisperX.

FiftyOne Dataset Manager

Manages FiftyOne dataset visualization and curation environments using Podman Quadlet containers with integrated MongoDB sidecars.

Theory2 Physics & Math Tooling

Performs advanced mathematical physics computations, symbolic algebra, and automated theorem proving using the Theory2 suite.

LocalAI Inference Manager

Manages LocalAI services via Podman to provide OpenAI-compatible local model inference with full GPU acceleration.

Time Series Forecaster

Automates time series forecasting by analyzing historical data trends and generating predictive models with confidence intervals.

Ollama OpenAI Bridge

Facilitates the use of local Ollama models with the official OpenAI Python library and compatible AI orchestration frameworks.

Open WebUI Management

Manages Open WebUI instances via Podman to provide a browser-based chat interface for Ollama LLM models.

Diverga: Social Science Research Suite

Orchestrates complex social science research and systematic reviews using 24 specialized agents and integrated academic database tools.

Benchmark Report Creator

Orchestrates the creation of publication-quality AI and ML benchmark reports with high-resolution diagrams and professional PDF exports.

Local Audio Transcription

Transcribes MP3, WAV, and M4A audio files into text using hardware-accelerated MLX Whisper on Apple Silicon.

ML Experiment Tracking Setup

Automates the configuration of MLflow and Weights & Biases to track machine learning parameters, metrics, and artifacts.

Advanced RAG Implementation

Builds sophisticated Retrieval-Augmented Generation systems to ground LLMs with external data and private knowledge bases.

LLM Performance Evaluation

Implement comprehensive evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and LLM-as-judge patterns.

LLM Evaluation Framework

Implements rigorous evaluation strategies for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

Scientific Resource Scout

Detects and analyzes system hardware to provide strategic architectural recommendations for computationally intensive scientific tasks.

NeMo Evaluator SDK

Evaluates Large Language Models across 100+ benchmarks using a reproducible, containerized framework.

Crypto Market Research Agent

Conducts multi-perspective cryptocurrency market analysis using a coordinated swarm of specialized AI agents.

Financial Modeling Suite

Generates comprehensive financial models, including DCF analysis, Monte Carlo simulations, and sensitivity testing for investment decisions.

Firebase Genkit Production Expert

Builds production-ready AI applications using Firebase Genkit, including RAG systems, complex flows, and cross-language tool calling.

GeoPandas Geospatial Analysis

Simplifies geospatial data manipulation and spatial analysis using Python's GeoPandas library.

Financial Modeling Suite

Generates comprehensive financial models including DCF analysis, Monte Carlo simulations, and sensitivity testing for investment decisions.

Financial Modeling Suite

Generates advanced financial models including DCF analysis, Monte Carlo simulations, and scenario planning for investment decisions.