Data Science & ML Claudeスキル

Computer Vision & Spatial Intelligence Expert

Implements state-of-the-art computer vision pipelines using YOLO26, SAM 3, and Vision Language Models for real-time detection and spatial reasoning.

PyTorch Geometric (PyG) GNN Guide

Simplifies building and training Graph Neural Networks using the PyTorch Geometric library for complex relational and geometric data.

DepMap Cancer Genomics

Analyzes cancer cell line dependencies and drug sensitivities using the Broad Institute's Cancer Dependency Map data.

EODHD APIs Automation

Automates financial data retrieval and market analysis using the EOD Historical Data (EODHD) API via Rube MCP.

Data Report Generator

Generates professional Korean-style business reports and KPI dashboards from raw Excel or CSV data.

GEPA Prompt Optimizer & DSPy Guide

Optimizes LLM prompts using the GEPA algorithm and DSPy framework with integrated observability and Pareto-based performance tuning.

SymPy Symbolic Math

Performs exact symbolic mathematical computations including algebra, calculus, and equation solving using Python's SymPy library.

AI Agent Systems

Architects and implements autonomous AI agent systems with advanced tool use, memory architectures, and multi-agent orchestration patterns.

RAG Chunking Strategy

Implements optimal document chunking strategies to enhance RAG system retrieval accuracy and maintain semantic context.

LangChain4j AI Services

Builds type-safe, declarative AI services using LangChain4j patterns and Java interfaces with minimal boilerplate code.

HEC-RAS Execution Strategy Planner

Analyzes HEC-RAS projects to recommend optimal execution modes, plan ordering, and parallel processing parameters.

Distributed HEC-RAS Computing

Scales HEC-RAS hydraulic simulations across remote Windows machines, Docker containers, and cloud environments using automated distributed execution.

AWS Bedrock AgentCore Assistant

Deploys and manages AI agents using the AWS Bedrock AgentCore suite of services for scaling, memory, and tool integration.

Data Report Generator

Generates professional Korean-style business reports and KPI dashboards from Excel and CSV data.

Data Report Generator

Automates the creation of professional Korean-style data reports and KPI dashboards from Excel and CSV files.

Business Data Report Generator

Automates the creation of professional, Korean-style business reports and KPI dashboards from raw Excel or CSV data.

Advanced Math & Algorithms Discovery

Automatically discovers and activates specialized mathematics and algorithm skills for complex computational and theoretical development tasks.

AI Critical Thinking Framework

Architects sophisticated AI agents with advanced reasoning capabilities, metacognitive monitoring, and automated self-correction cycles.

Coolhunter Trend Intelligence

Detects emerging cultural signals and tech trends through real-time news research and advanced elicitation frameworks.

Prompt Engineering Architect

Designs and optimizes high-performance LLM prompts using advanced reasoning techniques and model-specific structured formats.

OpenAI Image Generator

Generates and manages batch AI image assets using OpenAI's DALL-E and GPT image models directly from your development environment.

Data Journalism Workflow

Streamlines data journalism projects with specialized workflows for data acquisition, cleaning, analysis, and storytelling.

Research Discovery

Orchestrates specialized research workflows and methodology skills for academic studies, statistical analysis, and systematic reviews.

Agent SDK Builder

Builds custom AI agents using the OpenHands SDK through an interactive interview and guided implementation process.

CocoIndex Pipeline Builder

Builds incremental data processing and vector embedding pipelines using declarative Python-native states and automatic change detection.

Nextflow Pipeline Overview

Analyzes and summarizes Nextflow pipelines to provide immediate structural insights and dependency maps.

Kokoro TTS Voice Audition

Auditions and compares Kokoro TTS voice quality on macOS to determine the optimal voice for speech synthesis workflows.

ZigZag Swing Pattern Classifier

Classifies algorithmic trading ZigZag patterns using a comprehensive taxonomy of two-pivot and three-pivot swing structures.

Open Deviation Bar Evaluation Metrics

Evaluates trading signal quality and model performance using advanced statistical metrics tailored for non-IID price-based sampling.

Exchange Session Detector

Implements production-grade, DST-aware trading session detection and holiday tracking for global financial markets.