Data Science & ML Agent Skills

Spark Optimization

Optimizes Apache Spark performance through advanced partitioning, memory tuning, and shuffle management strategies.

Marimo Notebook Assistant

Streamlines the creation and management of reactive marimo notebooks for interactive data science and analytics workflows.

Data Storytelling & Analytics Narratives

Transforms raw data into persuasive narratives and visualizations for business stakeholders and executive presentations.

LLM Evaluation & Benchmarking

Implements comprehensive evaluation frameworks for LLM applications using automated metrics, human-in-the-loop feedback, and A/B testing.

Marimo Notebook Inspector

Inspects Marimo notebook execution results and HTML snapshots to debug errors and verify cell outputs.

Marimo Development Server

Deploys and manages reactive Python notebooks with hot-reloading capabilities for interactive development.

Phoenix Reserves Optimizer

Optimizes venture capital reserve allocations and follow-on investment strategies within the Phoenix fund model.

Phoenix Advanced Financial Forecasting

Powers probabilistic fund performance modeling through graduation rates, multi-MOIC analysis, and Monte Carlo simulations.

Hybrid Search Implementation for RAG

Combines vector similarity and keyword-based search to improve retrieval accuracy and recall in AI-driven applications.

Multi-Agent Coordination Framework

Orchestrates complex multi-agent AI systems and human-AI teams using advanced communication patterns and consensus mechanisms.

Ahling Intelligence Layer

Deploys and manages a sophisticated AI infrastructure stack including graph databases, vector search, and multi-agent orchestration.

Yanex Experiment Tracking

Streamlines the execution, management, and analysis of machine learning experiments using a lightweight, Git-aware Python framework.

Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and risk-adjusted return ratios for quantitative trading strategies.

PubMed Research Assistant

Accesses and queries the PubMed database for biomedical literature, systematic reviews, and citation management.

Advanced XLSX Spreadsheet Manager

Creates, edits, and analyzes sophisticated Excel workbooks with a focus on dynamic formulas, financial modeling standards, and automated recalculation.

LangChain Architecture

Architects and implements sophisticated LLM applications using LangChain agents, chains, and memory patterns.

Demographic Predictor

Predicts age, gender, and ethnicity from person data and images to enrich datasets and customer profiles.

Embedding Strategies for RAG

Optimizes text embedding selection and chunking strategies to enhance semantic search and RAG application performance.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters and implementing advanced quantization strategies for AI applications.

Aeon Time Series ML

Empowers Claude to perform advanced time series machine learning, including classification, forecasting, and anomaly detection using the specialized aeon toolkit.

Zarr Python Data Storage

Manages large-scale N-dimensional arrays with chunked storage, compression, and seamless cloud integration for scientific computing pipelines.

Workers AI Expert

Deploys and optimizes serverless AI models, embedding generation, and RAG architectures directly on Cloudflare’s edge network.

LLM Performance Evaluation

Implement comprehensive evaluation frameworks for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

LLM Evaluation Suite

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking frameworks.

Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

Seaborn Statistical Visualization

Generates high-quality statistical graphics and data visualizations with seamless Pandas integration.

PennyLane Quantum Machine Learning

Builds, trains, and optimizes hybrid quantum-classical models using automatic differentiation and hardware-agnostic circuit programming.

Embedding & Chunking Strategies

Optimizes vector search and RAG applications through intelligent embedding model selection and advanced document chunking strategies.

Bioinformatics Experiment Manager

Manages end-to-end bioinformatics research by orchestrating hypothesis-driven experiment planning, execution, and standardized lab notebook documentation.

SimPy Simulation Engine

Builds process-based discrete-event simulations in Python to model complex systems with resource contention and time-based events.