Data Science & ML Agent Skills

Agent Memory System

Implements a multi-layered persistent memory architecture that enables AI agents to learn from experience and retain knowledge across sessions.

Advanced LLM Evaluation

Implements production-grade LLM-as-a-Judge techniques for evaluating AI outputs through rigorous scoring, pairwise comparisons, and bias mitigation.

Alpha Vantage Financial Data

Integrates Alpha Vantage APIs to fetch real-time and historical market data, technical indicators, and financial fundamentals.

Awkward Array 2.0 Development

Streamlines the development of Python workflows using Awkward Array for jagged, nested, and record-based data structures.

Similarity Search Patterns

Implement efficient vector-based similarity search, semantic retrieval, and RAG patterns across major vector databases.

Bayesian Meta-Analysis

Implements robust Bayesian meta-analysis models using Stan and JAGS to synthesize data across multiple studies with advanced statistical precision.

Experiment Advisor

Proposes structured, data-driven experiment plans by analyzing historical training reports, logs, and research goals.

Context Compression Strategies

Optimizes long-running AI agent sessions by implementing structured context compression to maintain technical accuracy and memory efficiency.

FinnHub Financial Data

Integrates Claude with the FinnHub API to retrieve real-time stock quotes, fundamental data, crypto prices, and market news.

Senior Prompt Engineer & AI Architect

Implements production-grade prompt engineering patterns, RAG optimization, and agentic system architectures for advanced AI products.

xAI Agent Tools for Grok

Empowers autonomous AI agents with real-time X (Twitter) search, web search, and sandboxed Python code execution capabilities.

Vaex Big Data Science

Processes and analyzes billion-row tabular datasets using lazy, out-of-core DataFrame operations without exceeding available RAM.

Python Experiment Conventions

Standardizes Python experiment layouts, stage entrypoints, and asset handling for consistent data science workflows.

AC Knowledge Graph

Builds and manages semantic knowledge graphs to enhance autonomous coding and project understanding.

Embedding Comparison

Evaluates and benchmarks different embedding models to optimize semantic search and vector retrieval performance on your specific data.

Gemini 3 Pro API Integration

Integrates Google's Gemini 3 Pro API into Python and Node.js applications with advanced reasoning and streaming capabilities.

RAG Implementation Guide

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases, semantic search, and advanced retrieval patterns.

Amazon Bedrock Prompt Manager

Manages, versions, and tests Amazon Bedrock prompt templates to streamline enterprise-grade prompt engineering workflows.

Amazon Bedrock Agents

Builds and manages autonomous AI agents on Amazon Bedrock using foundation models, action groups, and knowledge bases.

Marimo Reactive Notebooks

Develops and manages reactive Python notebooks that function as pure-code files, interactive data apps, and reproducible scripts.

Gemini 3 Pro API Integration

Integrates Google's Gemini 3 Pro API and SDK into applications for advanced reasoning, streaming chat, and large-context processing.

Amazon Bedrock Prompt Management

Streamlines the creation, versioning, and lifecycle management of Amazon Bedrock prompt templates with variable substitution and A/B testing.

ML Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment.

Vercel AI SDK Integrator

Implements modern AI patterns including streaming responses, tool calling, and structured outputs using the Vercel AI SDK.

Domain Advisor

Plans data science and hardware optimization experiments by analyzing historical project logs and domain-specific configurations.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompt engineering techniques like few-shot learning and chain-of-thought.

LLM Application Evaluation

Evaluates Large Language Model application performance using automated metrics, human feedback loops, and LLM-as-judge frameworks.

Agent Builder

Orchestrates the development of complete, production-ready Claude Code agents using Anthropic's official best practices for context engineering and tool design.

Renku AI Video Generator

Generates complex AI-driven video compositions and media pipelines using the Renku CLI.

Whisper Transcription

Transcribes audio files into text using a local whisper.cpp server with GPU acceleration.