Data Science & ML Claudeスキル

ADK Real-Time Streaming Patterns

Configures Google ADK bidirectional streaming to build low-latency, multimodal AI agents with real-time voice and video capabilities.

Time Series Forecaster

Automates complex time-series forecasting pipelines including trend analysis, seasonality detection, and multi-model predictions.

Excel & Spreadsheet Management

Manages complex Excel workbooks with automated formula creation, financial modeling standards, and data analysis.

AutoML Optimizer

Automates hyperparameter tuning and model selection using intelligent search strategies like Bayesian optimization.

AgentDB Memory Patterns

Manages persistent AI agent memory and reasoning patterns using high-performance vector storage and learning algorithms.

STC Methodology Expert

Provides expert methodological guidance and implementation patterns for conducting rigorous Simulated Treatment Comparisons (STC) in clinical trial analysis.

LLM Evaluation Suite

Implements robust evaluation frameworks for Large Language Model applications using automated metrics, human feedback, and statistical testing.

Chart Generator

Generates text-based visualizations and comprehensive reports to analyze the relationship between typographic errors and semantic drift in experimental data.

MAIC Methodology & Analysis Guide

Provides expert guidance for conducting and reviewing Matching-Adjusted Indirect Comparisons (MAIC) in clinical data analysis.

AgentDB Vector Search

Implements high-performance semantic vector search and intelligent document retrieval for RAG-based Claude Code workflows.

Agentica Multi-Agent Spawn

Instantiates sophisticated multi-agent architectures to handle complex reasoning, research, and implementation tasks.

VRAM & GPU OOM Management

Optimizes GPU VRAM usage through OOM retry logic, idle auto-unloading, and inter-service memory coordination protocols.

Data Analysis Helper

Analyzes datasets, calculates statistical metrics, and generates visual insights to drive data-informed decisions.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities to help AI agents optimize strategies through experience and pattern recognition.

Context Engineering Fundamentals

Master the core principles and mechanics of context management to build more efficient and accurate AI agent architectures.

Phylogenetic Methods

Builds and analyzes phylogenetic trees using distance-based, maximum likelihood, and Bayesian inference methods.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

PubMed Multi-Source Academic Search

Integrates multiple academic databases including PubMed, Semantic Scholar, and OpenAlex for comprehensive literature reviews and full-text retrieval.

Financial Time-Series Momentum

Implements professional-grade trend-following strategies, volatility targeting, and multi-scale momentum indicators for financial data analysis.

Spreadsheet Tools

Automates the creation, analysis, and formatting of Excel spreadsheets using programmatic data manipulation and visualization techniques.

Scikit-Learn Refactoring & Optimization

Refactors Scikit-learn and machine learning code into production-ready pipelines that ensure reproducibility and prevent data leakage.

Scikit-learn Debugger

Systematically diagnoses and resolves Scikit-learn errors, data integrity issues, and model convergence failures.

Scikit-HEP Hist Specialist

Streamlines the creation, manipulation, and visualization of multidimensional histograms using the scikit-hep Python ecosystem.

MechInterp Feature Overview

Provides a rapid diagnostic summary of Sparse Autoencoder (SAE) features to generate research hypotheses and identify model behaviors.

NetworkX Graph Analysis

Provides a comprehensive toolkit for building, analyzing, and visualizing complex network structures and graph algorithms in Python.

Complex Data Analysis

Provides a structured framework for comprehensive data processing, multi-step analysis patterns, and standardized output generation.

xAI Agent Tools for Grok

Empowers autonomous AI agents with real-time X (Twitter) search, web search, and sandboxed Python code execution capabilities.

arXiv Research Search

Searches the arXiv open-access repository for the latest research papers across various scientific and technical disciplines.

ArXiv Academic Search

Searches the arXiv preprint repository for scholarly articles across science, mathematics, and technology fields.

DSPy.rb LLM Framework

Builds type-safe, composable, and optimized LLM applications using the programmatic DSPy paradigm in Ruby.