Data Science & ML Claude 스킬

Kymera Mean-Reversion Optimizer

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

Hydrological Forecasting Suite

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

Sentiment Analysis Tool

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

AI Prompt Engineering & Optimization

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

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.

Prompt Optimizer for AI & ML

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

ML Fundamentals

Master core machine learning pillars including data preprocessing, feature engineering, and robust model evaluation pipelines.

Julia HydroTools

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

Trading Strategy Research

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

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.

Multi-Provider Model Orchestrator

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

Scientific Exploratory Data Analysis

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

Hugging Face Space Deployer

Automates the creation, configuration, and deployment of machine learning demos on Hugging Face Spaces using Gradio, Streamlit, and ZeroGPU.

Data Science Tools

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

Prompt Engineer

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

Experiment Design Checklist

Generates rigorous experimental frameworks to validate research hypotheses with statistical significance and comprehensive baseline comparisons.

Advanced XLSX Spreadsheet Automation

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

Data Wrangler

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

Data Gouv France

Accesses, downloads, and analyzes French public open data from data.gouv.fr using a specialized Python library and integrated documentation.

DrugBank Database Integration

Provides programmatic access and analysis of comprehensive pharmaceutical data from the DrugBank database for drug discovery and pharmacology research.

Excel Data Analysis

Simplifies complex data analysis in Excel using advanced formulas, Pivot Tables, and Power Query automation.

JAX Scientific Computing

Applies idiomatic JAX patterns and best practices to optimize scientific computing and machine learning workflows in Python.

Scientific Publication Plotting

Generates publication-quality scientific visualizations using TMLR styling and LaTeX rendering for research and academic reports.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques and structured reasoning patterns.

Senior Prompt Engineer

Optimizes LLM performance through advanced prompt engineering patterns, RAG system design, and agentic architecture implementation.

Excel & Financial Modeling

Creates and manages professional spreadsheets with dynamic formulas, financial formatting standards, and advanced data analysis capabilities.

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.

AI & Emerging Technologies

Builds sophisticated AI-powered applications and blockchain solutions using modern LLMs, machine learning frameworks, and Web3 technologies.