Data Science & ML Agent Skills

Data Science & AI Setup

Configures and optimizes Linux-based data science and machine learning environments with full hardware acceleration support.

Excel & Financial Modeling

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

Implement Paper From Scratch

Guides developers through the methodical, step-by-step implementation of research papers to ensure deep understanding and reproducible results.

Prompt Engineering Patterns

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

Scientific Publication Plotting

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

JAX Scientific Computing

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

Scientific Exploratory Data Analysis

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

REDUCE & ReLie Basics

Bootstraps the REDUCE Computer Algebra System via Docker to perform Lie symmetry analysis on differential equations.

ML Model Deployment Helper

Automates the transition of trained machine learning models into production-ready API services and scalable cloud environments.

Google ADK Python

Builds, evaluates, and deploys code-first AI agents and multi-agent systems using Google's Agent Development Kit.

Opentrons Lab Automation

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

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.

X Recommendation Data Signals

Decodes and analyzes the core architectural signals of the X recommendation engine, including SimClusters, RealGraph, and TweepCred.

AI Ethics & Fairness Validator

Audits machine learning models and datasets to identify biases and ensure ethical compliance through fairness metrics and mitigation strategies.

Data Gouv France

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

ML Model Deployment

Deploy machine learning models into production environments using robust APIs, containerization, and MLOps workflows.

Claude Opus 4.5 Migration Guide

Migrates codebases and prompts from legacy Claude models to Opus 4.5 across various API platforms.

DNAnexus Integration

Streamlines bioinformatics pipeline development and genomics data management on the DNAnexus cloud platform.

Statistical Data Analysis

Performs rigorous statistical analysis, hypothesis testing, and APA-compliant reporting for academic and experimental research.

Edge AI Optimizer

Optimizes AI models for resource-constrained edge devices using advanced quantization, memory management, and battery-smart inference patterns.

Multi-Agent Orchestration

Implements advanced agentic patterns to prevent context saturation and optimize parallel execution within Claude Code environments.

AI Prompt Architect

Architects high-performance AI prompts using advanced complexity-based standards, attention management, and structural optimization patterns.

Architecting Memory

Designs and implements evolutionary persistent memory architectures for AI agent systems using RAG and Knowledge Graphs.

Advanced Excel & Spreadsheet Processing

Manages professional-grade spreadsheet creation, editing, and financial modeling with rigorous formula verification and industry-standard formatting.

RAG Implementation & Engineering

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and advanced semantic search architectures.

Dask Parallel Computing

Scales Python, pandas, and NumPy workflows across multiple cores or clusters for larger-than-memory datasets.

AnnData Scientific Data Management

Manages annotated data matrices for single-cell genomics and large-scale biological datasets using the AnnData framework.

Molecular Featurization (Molfeat)

Provides a comprehensive suite of 100+ molecular featurizers for converting chemical structures into machine learning-ready numerical representations.

RAG Implementation Expert

Build and optimize Retrieval-Augmented Generation (RAG) systems using vector databases, embeddings, and sophisticated semantic search patterns.

Plotly Interactive Data Visualization

Generates interactive, publication-quality scientific and statistical charts using Plotly Express and Graph Objects.