Data Science & ML Claude 技能

Prompt Optimizer for AI & ML

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

Google OR-Tools Optimizer

Solves complex combinatorial optimization problems including vehicle routing, scheduling, and resource allocation using Google's open-source suite.

Hypothesis Testing Framework

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

AI Ethics & Fairness Validator

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

DuckDB for Scientific Data

Integrates high-performance analytical SQL capabilities into Python workflows for efficient data processing and large-scale querying.

Dataset Catalog Review

Audits and validates dataset catalog entries to ensure metadata consistency, template compliance, and RAG-readiness.

Data Wrangler

Transforms and analyzes large datasets using DuckDB SQL directly within the Claude Code environment.

Scientific Visualization

Generates publication-quality scientific figures and multi-panel plots adhering to journal standards and accessibility guidelines.

Opentrons Lab Automation

Automates laboratory liquid handling workflows by generating and optimizing Opentrons Protocol API v2 scripts for Flex and OT-2 robots.

Statistical Analysis

Applies rigorous statistical methods and hypothesis testing to derive data-driven insights and validate experimental results.

SQL Data Analysis

Performs complex data extraction and sophisticated business analysis using advanced SQL techniques and performance-optimized queries.

Excel & Spreadsheet Expert

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

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.

Data Science Tools

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

Julia HydroTools

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

Trend Monitor

Scans data science and tech news sources to discover trending topics and generate actionable content pitches.

Scientific Exploratory Data Analysis

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

Multi-Provider Model Orchestrator

Orchestrates multiple AI model providers to optimize development workflows for cost, latency, and reasoning capability.

Trading Strategy Research

Streamlines the development, validation, and systematic documentation of trading strategies and market edges.

Cryptofeed Market Data

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

CUDA Performance Optimizer

Optimizes CUDA kernels and GPU code to maximize hardware utilization and execution speed.

Tidy Evaluation for R

Implements advanced Tidyverse programming patterns to handle data masking and column references in R functions.

NVIDIA GPU Architecture Advisor

Optimizes CUDA code and GPU applications with architecture-specific insights for NVIDIA Hopper, Ada Lovelace, and Ampere hardware.

Hardhat R Modeling Infrastructure

Standardizes the creation of R modeling packages by providing consistent preprocessing interfaces and output formatting patterns.

Tidymodels Overview for R

Streamlines machine learning workflows in R using the consistent and modular tidymodels ecosystem.

R Metaprogramming with rlang

Manipulates R expressions and builds dynamic code using rlang's defuse and inject mechanics.

Complex R Targets Pipelines

Orchestrates advanced R data pipelines using complex branching patterns, custom target factories, and efficient iteration strategies.

Tidy R Function Design

Designs and reviews R function APIs to ensure they are predictable, pipe-friendly, and follow Tidy Design Principles.

Advanced XLSX Spreadsheet Automation

Automates professional-grade spreadsheet creation, editing, and analysis with a focus on formula integrity and financial modeling standards.