Data Science & ML Claude 스킬

AutoML Pipeline Builder

Streamlines machine learning development by automatically generating end-to-end pipelines for model selection, tuning, and evaluation from natural language.

Snowflake Marketing Analytics Navigator

Navigates and queries RDC's Snowflake data warehouse for marketing, clickstream, and lead attribution analysis using built-in business logic.

Google Gemini AI & Multimodal Tools

Integrates Google Gemini's multimodal analysis, massive context processing, and image generation capabilities directly into Claude Code.

NumPy String Operations

Performs high-performance, vectorized string manipulation and text cleaning using NumPy's specialized string modules.

Veo 3.1 Image-to-Video Prompting

Generates high-fidelity video prompts for Google's Veo 3.1 model by analyzing images and applying professional cinematic formulas.

LLM Model Selection & Provider Management

Optimizes LLM performance and reliability through automated model selection, cost estimation, and intelligent fallback strategies.

Unsloth TTS Fine-Tuning

Optimizes Text-to-Speech model training and voice cloning using the Unsloth library for faster performance and lower VRAM usage.

Agent Orchestration Patterns

Implements robust multi-agent systems using Pydantic tool schemas, state management, and advanced orchestration patterns.

Jupyter Notebook Manager

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

IEEE PES Paper Reviewer

Provides specialized technical auditing and compliance reviews for Physics-Guided GNN research papers targeting IEEE Power & Energy Society submissions.

Excel LBO Modeler

Builds professional-grade private equity leveraged buyout (LBO) models in Excel with automated debt schedules and return analysis.

Mem0 Memory Optimization

Optimizes Mem0 performance through advanced query tuning, multi-layer caching strategies, and cost-reduction patterns.

ML Training Patterns

Streamlines machine learning model development with production-ready templates for classification, text generation, and parameter-efficient fine-tuning.

RAG Embedding Model Manager

Optimizes embedding model selection, configuration, and cost estimation for RAG pipelines.

Google File Search RAG

Implements managed Retrieval-Augmented Generation (RAG) using Google File Search and Gemini models for high-accuracy document retrieval and grounding.

ML Training Validation Scripts

Ensures the integrity of machine learning training workflows by validating datasets, model checkpoints, and system dependencies.

ML Training Cost Calculator

Calculates and compares machine learning training and inference costs across major cloud GPU platforms like Modal, Lambda Labs, and RunPod.

ML Training Monitoring Dashboard

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

Google Cloud ML Configs

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

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.

Recursive String Diagrams

Generates and validates recursive string diagrams using category theory primitives for complex system modeling.

ElevenLabs Voice Processing

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

LLM Chat Completions

Integrates Large Language Model chat completions into backend applications using the z-ai-web-dev-sdk for advanced conversational AI and text generation.

LangGraph AI Orchestration

Builds complex, stateful, and cyclic multi-actor AI agent workflows using the LangGraph framework.

LLM Chat Integration

Integrates sophisticated large language model chat completions into backend applications using the z-ai-web-dev-sdk.

RAG Implementation

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

Financial Analysis & Modeling

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

Triad Interleave Schedule Generator

Generates balanced, deterministic execution schedules by interleaving three color streams using GF(3) mathematical conservation.

Structural Rewilding (A-Life Framework)

Implements a homotopical framework for Artificial Life that treats organisms as morphisms and verifies structural changes at interaction time.