Data Science & ML Claudeスキル

Multi-Agent System Orchestrator

Orchestrates sophisticated multi-agent systems with intelligent routing, handoffs, and collaborative workflows across AI providers.

Adaptive Training Plan Adjuster

Recalibrates upcoming training sessions dynamically based on recent performance, user feedback, and safety constraints.

PennyLane Quantum Computing

Enables building, training, and optimizing quantum circuits and hybrid quantum-classical machine learning models with automatic differentiation.

Scientific Peer Review

Evaluates scientific manuscripts and grant proposals for methodological rigor, statistical accuracy, and reporting standards.

Advanced Excel & Spreadsheet Automator

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

AI Multimodal Content & Analysis

Integrates Google Gemini's advanced multimodal capabilities to process, analyze, and generate professional audio, image, and video content directly within your workflow.

Trading Performance Analysis

Analyzes Interactive Brokers CSV statements to uncover trading edges, identify risk management patterns, and generate professional performance reports.

Excel & Spreadsheet Expert

Creates, modifies, and analyzes Excel spreadsheets with production-grade formulas, professional formatting, and financial modeling standards.

Anomaly Detection System

Identifies unusual patterns and outliers in complex datasets using advanced machine learning algorithms.

Kymera Mean-Reversion Optimizer

Optimizes mean-reversion trading strategy parameters through real-time performance analysis and pattern identification.

Sentiment Analysis Tool

Analyzes text data to identify emotional tone and classify sentiment as positive, negative, or neutral.

Hydrological Forecasting Suite

Performs hydrological modeling and streamflow forecasting using Julia-based classical and machine learning models.

AI Prompting Standards

Optimizes AI agent performance through Anthropic-based context engineering and prompt structure standards.

Kokoro Local Text-to-Speech

Converts text and long-form markdown documents into high-quality audio locally using the Kokoro-82M model optimized for Apple Silicon.

AI Prompt Engineering & Optimization

Optimizes LLM prompts to minimize token usage, reduce operational costs, and enhance model response quality through automated refinement.

GEO Database Access

Integrates with the NCBI Gene Expression Omnibus (GEO) to search, download, and analyze high-throughput functional genomics datasets.

Prompt Optimizer for AI & ML

Refines and compresses LLM prompts to minimize token usage, lower operational costs, and maximize response quality.

Julia HydroTools

Provides specialized functions for hydrological modeling and climate data processing within the Julia environment.

Hypothesis Testing Framework

Guides users through a scientifically rigorous five-phase hypothesis testing process to eliminate bias and p-hacking in data analysis.

ZINC Database Explorer

Accesses the ZINC database of 230M+ purchasable compounds for drug discovery, molecular docking, and chemical informatics.

AI Ethics & Fairness Validator

Validates the ethical implications and fairness of AI/ML models and datasets to ensure responsible development and bias mitigation.

Scientific Exploratory Data Analysis

Performs automated exploratory data analysis and generates comprehensive markdown reports for over 200 scientific file formats.

KINTSUGI SLURM Channel Naming

Standardizes SLURM job output naming by mapping channel numbers to biological marker names for the KINTSUGI pipeline.

LLM Evaluation Framework

Implements systematic evaluation strategies for AI applications using automated metrics, human feedback loops, and LLM-as-judge patterns.

XGBoost & LightGBM ML Toolkit

Implements industry-standard gradient boosting algorithms for high-performance machine learning on tabular and structured datasets.

HPC Batch Staging & Rsync Patterns

Optimizes large-scale data staging on HPC environments using rsync, bash, and SLURM to ensure data integrity and script reliability.

Prompt Engineer

Engineers and optimizes high-quality LLM prompts across multiple models using established best practices and systematic refinement techniques.

Vertex AI Media Master

Automates Google Vertex AI multimodal operations to process, analyze, and transform media content within your development environment.

Data Science Tools

Equips Claude with specialized knowledge for statistical analysis, regression modeling, and reproducible data science script organization.

CODEX Experiment JSON Parser

Translates CODEX/Akoya experiment.json metadata into the KINTSUGI ExperimentConfig format with precise field and wavelength mapping.