Data Science & ML Claudeスキル

Epidemiology Methods in R

Provides comprehensive R-based methods for epidemiological analysis, study design, and causal inference.

Epidemiology Methods for R

Conducts comprehensive epidemiological analyses in R, covering study design, causal inference, and outbreak investigation.

Recommendation Engine Systems

Constructs personalized recommendation engines using collaborative and content-based filtering to deliver tailored user experiences.

Technical Stock Indicators

Calculates core financial technical indicators including MA, MACD, RSI, and Bollinger Bands for stock market analysis and quantitative trading.

Fed Unamortized Discount Pattern Detector

Analyzes Federal Reserve unamortized discount trends to identify similarities with historical financial crises using multi-indicator cross-validation.

Gold Revaluation Stress Test

Calculates implied gold prices and sovereign backing ratios to stress-test currency stability in scenarios where the USD loses its reserve status.

ML Model Deployment Helper

Automates the productionization and deployment of machine learning models into scalable environments using FastAPI, Docker, and Kubernetes.

Nickel Supply Concentration & Risk Analyzer

Analyzes global nickel supply structures and quantifies market concentration risks through policy simulation and data-driven metrics.

Julia Anti-Slop

Enforces high-performance Julia conventions for scientific computing by eliminating type instability and inefficient coding patterns.

Financial Modeling Suite

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

R Anti-Slop: Clean Code Standards

Enforces production-quality R coding standards by eliminating generic AI patterns and implementing rigorous namespace and tidyverse conventions.

US Inflation CPI-PCE Comparator

Analyzes and compares US CPI and PCE inflation metrics to identify underlying price acceleration risks and weighting discrepancies.

Gemini CLI Integration

Integrates Google's Gemini models into your command-line workflow for instant Q&A, content generation, and structured data extraction.

Gemini AI CLI

Integrates Google's Gemini models directly into the terminal for one-shot Q&A, content generation, and text summarization.

Gemini CLI Integration

Integrates Google's Gemini AI directly into your workflow for one-shot Q&A, summaries, and automated content generation.

Classification Model Builder

Automates the end-to-end creation, evaluation, and deployment of machine learning classification models from natural language requests.

Japan Debt & Fiscal Risk Analyzer

Quantifies Japan's interest-to-tax burden through real-time yield analysis and stress testing to identify fiscal risk zones.

Audio Visualizer & Spectrogram Generator

Generates high-quality spectrograms and comprehensive audio feature visualizations directly from the command line.

Songsee Audio Visualization

Generates detailed spectrograms and multi-panel audio feature visualizations for technical analysis and documentation.

Songsee Audio Visualization

Generates high-quality audio spectrograms and multi-panel feature visualizations using the songsee CLI.

OpenAI Whisper Transcriber

Transcribes audio files into text or JSON using OpenAI's Whisper API via simple terminal commands.

Prompting Patterns

Implements standardized prompt engineering patterns to ensure reliable, secure, and high-performance LLM interactions.

LLM Evaluation Metrics

Standardizes LLM performance evaluation through automated datasets, A/B testing, and advanced LLM-as-judge patterns.

OpenAI Whisper CLI

Enables high-accuracy local speech-to-text transcription and translation without requiring external API keys.

LLM Application Architecture

Implements robust patterns for LLM-powered applications including async calls, streaming, token management, and resilient error handling.

OpenAI Whisper CLI

Transcribes audio files into text and subtitles locally using OpenAI's Whisper models without requiring an API key.

RAG Design Patterns

Implements high-performance Retrieval Augmented Generation (RAG) workflows including semantic chunking, vector database integration, and advanced reranking.

OpenAI Whisper Local

Transcribes audio files into text locally using the OpenAI Whisper CLI without requiring an API key.

FiftyOne Image Deduplication

Identifies and removes duplicate or visually similar images in FiftyOne datasets using deep learning embeddings.

LangChain Core Workflow A

Builds production-ready LangChain chains and prompt templates using LangChain Expression Language (LCEL).