Data Science & ML Claudeスキル

Evaluation Design

Designs structured evaluation frameworks for AI agents including metrics, datasets, and automated grading strategies.

Agentic Optimization Loop

Automates the iterative refinement of AI agent performance through contract-driven evaluation and multi-lever optimization protocols.

Agentic Optimization Target

Defines precise optimization goals and regression guardrails for autonomous agent loops using normalized 0-1 scoring.

Langfuse Prompt Management

Streamlines the lifecycle of LLM prompts by enabling versioning, deployment, and management within the Langfuse observability platform.

Optimization Craft

Refines AI agent performance through structured optimization loops, automated evaluation contracts, and persistent multi-lever tuning.

Langfuse Experiment Runner

Executes and evaluates LLM experiments using Langfuse datasets and LLM-as-judge evaluators to measure prompt performance and model quality.

Audio Transcriber

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

Gemini Pro Reasoning Engine

Integrates Google's Gemini Pro into Claude Code for deep reasoning, complex architectural analysis, and specialized domain research.

Gemini Flash Integration

Enables high-speed multi-modal analysis and document summarization using Gemini Flash within the Claude Code environment.

Excel & Spreadsheet Management

Automates advanced spreadsheet creation, financial modeling, and data analysis with support for dynamic formulas and professional formatting.

Weather Temperature Transformer

Applies automated mathematical transformations to temperature data based on dynamic orchestration rules.

GPT-5 Prompt Engineering

Optimizes and iterates high-signal prompts for OpenAI GPT-5 models to ensure structured, reliable, and hallucination-free outputs.

Reducto Document Parsing

Parses complex documents, extracts structured data, and edits files using natural language instructions via the Reducto CLI.

Market Analysis Frameworks

Conducts professional market research and competitive analysis using industry-standard McKinsey frameworks directly within your terminal.

Academic Research Paper Finder

Finds and prioritizes academic research papers to streamline literature reviews and citation management directly within your workspace.

Prompt Engineering Expert

Architects high-performance LLM prompts and multi-agent systems using advanced reasoning patterns and optimization techniques.

Prompt Optimization Specialist

Refines and enhances AI prompts to improve model performance and output accuracy using a structured analysis framework.

Prompt Optimizer

Transforms raw prompts into optimized, production-ready instructions using advanced prompt engineering techniques and model-specific optimizations.

Excel & Spreadsheet Automation

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets and tabular data files directly from your terminal.

Agent Orchestration Patterns

Architects sophisticated multi-agent systems and autonomous workflows using specialized orchestration patterns.

haipipe Data Pipeline Overview

Provides a comprehensive architectural overview and navigation hub for the haipipe healthcare AI data pipeline system.

Prompt Engineer

Designs, optimizes, and evaluates high-performance LLM prompts using advanced techniques like chain-of-thought and structured output schemas.

Context Engineering

Optimizes LLM performance by curating high-signal context windows and managing token efficiency for complex AI agent systems.

AI Multimodal Processing

Processes and generates multimedia content including audio, video, images, and documents via the Google Gemini API.

Trading Model Post-Training Workflow

Validates and assesses reinforcement learning trading models through systematic gating, backtesting, and walk-forward validation.

Senior Prompt Engineer

Optimizes LLM prompts, evaluates RAG performance, and designs sophisticated agentic workflows for AI applications.

Kalshi Prediction Markets

Accesses real-time prediction market data, betting odds, and trading analytics from the Kalshi platform.

AI News Aggregator

Aggregates and summarizes the latest artificial intelligence industry news and technological breakthroughs into concise, high-impact briefings.

RLM Recursive Context Processor

Processes and analyzes massive files through a recursive language model loop and persistent local Python environment.

Cryptofeed Integration

Streams and normalizes real-time cryptocurrency market data from over 40 exchanges for algorithmic trading and analysis.