Data Science & ML Claude 스킬

Cloud GPU Configurator

Configures cloud GPU environments and provides selection guidance for Modal, Lambda Labs, and RunPod platforms.

ML Training Monitoring Dashboard

Sets up comprehensive monitoring dashboards using TensorBoard and Weights & Biases to track machine learning experiments in real-time.

ElevenLabs Speech-to-Text Integration

Integrates ElevenLabs Scribe v1 for high-accuracy speech-to-text transcription across 99 languages with speaker diarization.

LlamaIndex RAG Patterns

Implements production-ready RAG pipelines and advanced retrieval strategies using LlamaIndex templates and scripts.

Document Parsing & Extraction

Extracts text, tables, and metadata from PDF, DOCX, and HTML documents to power RAG pipelines and data processing workflows.

Google Cloud ML Configs

Configures and optimizes Google Cloud Platform environments for BigQuery ML and Vertex AI training workloads.

RAG Retrieval Patterns

Implements and optimizes advanced search strategies including semantic, hybrid, and reranking for high-performance RAG systems.

Agent Workflow Patterns

Implements sophisticated autonomous agent architectures and workflow patterns using the Vercel AI SDK.

ML Training Examples

Provides production-ready machine learning templates and training workflows for classification, text generation, and financial analysis.

LangChain RAG Patterns

Implements production-ready RAG pipelines and multi-step agent workflows using LangChain, LangGraph, and LangSmith templates.

RAG Implementation Patterns

Implements high-performance Retrieval Augmented Generation (RAG) pipelines including document chunking, vector database integration, and semantic search.

ElevenLabs Voice Processing

Manages high-fidelity voice cloning workflows, library organization, and audio optimization for synthetic speech generation.

Local LLM & Home Assistant Integration

Integrates local Large Language Models with Home Assistant and Ollama for private, high-performance smart home automation.

Llama Stack Code Reviewer

Streamlines code reviews for the Llama Stack repository by focusing on distributed system patterns, API compatibility, and automated testing fixtures.

GPU Memory Cleanup

Prevents Jupyter notebook hangs by explicitly managing CuPy GPU memory pools and Python garbage collection.

Moodle AI Subsystem Integration

Streamlines the development of AI-powered features within the Moodle LMS using the official AI Subsystem for version 4.5 and above.

AI Gateway Manager

Manages and routes requests across multiple AI providers including Anthropic, Ollama, and HuggingFace.

Structural Biology Analysis

Analyzes protein and molecular structures through AlphaFold interpretation, quality validation metrics, and comparative structural techniques.

HPC Development & Testing Workflow

Streamlines scientific development on HPC environments using multi-root workspaces and automated test data extraction.

GPU Parallel Scheduling & Memory Safety

Implements queue-based GPU allocation and memory cleanup patterns to prevent OOM crashes and ensure reliable progress tracking in parallel workflows.

RAG Implementation

Implements advanced Retrieval-Augmented Generation (RAG) workflows to build knowledge-grounded LLM applications and semantic search systems.

Scientific Data Science

Provides standardized statistical analysis strategies and data exploration patterns for scientific discovery and research.

Genomics & Transcriptomics Analysis

Provides strategies, implementation patterns, and workflows for genomics and transcriptomics data analysis.

Metabolomics Analysis

Provides expert strategies for metabolite identification, pathway enrichment, and metabolic flux analysis to interpret complex biochemical data.

Claude Code Colab Customizer

Configures and personalizes your Claude Code Colab environment through interactive setup and automated notebook modification.

LangChain Architecture

Designs and implements sophisticated LLM applications using the LangChain framework for agents, memory management, and modular workflows.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance, reliability, and output controllability in production environments.

LLM Evaluation & Testing

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

Project Semantic Embedder

Generates vector embeddings for project-local skills and agents to enable intelligent semantic search and smart routing within Claude Code.

Jupyter Notebook Manager

Programmatically creates, edits, and optimizes Jupyter and Google Colab notebooks with precise JSON formatting and metadata management.