Data Science & ML Agent Skills

Data Wrangler

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

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.

Opentrons Lab Automation

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

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.

Multi-Provider Model Orchestrator

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

Trend Monitor

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

Trading Strategy Research

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

Scientific Exploratory Data Analysis

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

ML Fundamentals

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

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.

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.

Experiment Design Checklist

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

Prompt Engineering Patterns

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

Hugging Face Space Deployer

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

Excel & Financial Modeling

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