Data Science & ML Agent Skills

Batch Serving ML Pattern

Implements high-throughput machine learning inference patterns for processing large-scale datasets on a scheduled basis.

Fat Tails Risk Analysis

Identifies and manages risks in fat-tailed distributions where extreme events occur more frequently than standard models predict.

Extremizing Forecasts

Adjusts and optimizes aggregated probability forecasts to compensate for crowd conservatism and improve predictive accuracy.

Results Analysis and Visualization: Plotly

Creates interactive, publication-quality Python visualizations including 40+ chart types for exploratory data analysis and dashboards.

Aeon Time Series ML

Performs advanced time series machine learning including classification, forecasting, and anomaly detection using the scikit-learn compatible Aeon toolkit.

ALM System Reset

Wipes all stored learning data and reinitializes the Claude Code Learning Memory System to its default state.

FinPlan Financial Projection Engine

Models long-term financial outcomes and retirement scenarios using Monte Carlo simulations and tax-aware calculations.

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using the Stable Baselines3 PyTorch library.

Scientific Data Exploratory Analysis

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

Trading Risk Sizing Optimizer

Refactors trading system logic to transform rigid trade rejections into intelligent, constraint-based position sizing.

Prompt Engineer

Designs and optimizes high-performance prompts to ensure LLM-powered applications follow instructions with precision and consistency.

BlockRun External Capabilities

Empowers Claude with image generation, real-time social media data, and access to a diverse range of external LLMs through an autonomous micropayment wallet.

RAG Engineer

Architects and optimizes high-performance Retrieval-Augmented Generation systems using advanced embedding, chunking, and search strategies.

CrewAI Multi-Agent Architect

Orchestrates collaborative AI agent teams using role-based design and complex task delegation for autonomous workflows.

Advanced RAG Implementation

Implements high-performance Retrieval-Augmented Generation systems using sophisticated chunking, vector search, and reranking strategies.

PrimeKG Precision Medicine Explorer

Queries the Precision Medicine Knowledge Graph to analyze associations between genes, drugs, diseases, and phenotypes.

BlockRun AI Bridge

Empowers Claude with image generation, real-time Twitter/X data, and access to external LLMs through automated micropayments.

BlockRun AI Micropayments

Empowers Claude with image generation, real-time social data, and multi-model routing using autonomous micropayments.

ctrlsys Control Theory & Systems Engineering

Simplifies the design and analysis of complex control systems using the C11-based ctrlsys library.

SAP AI Core & Generative AI Hub

Deploys and manages enterprise-grade AI/ML workloads on SAP Business Technology Platform using SAP AI Core and AI Launchpad.

SAP HANA Machine Learning (hana-ml)

Develops and deploys in-database machine learning models using the SAP HANA Python Client (hana-ml).

SAP Cloud SDK for AI

Integrates SAP AI Core and Generative AI Hub services into enterprise JavaScript and Java applications.

FinPlan Personal Finance Engine

Models and projects personal financial outcomes using advanced Monte Carlo simulations, US tax laws, and goal-based planning through MCP tools.

Experiment Designer

Streamlines product experiment planning by generating testable hypotheses, calculating sample sizes, and interpreting A/B test results with statistical rigor.

Metabolomics Analysis

Provides expert strategies and domain knowledge for analyzing metabolic pathways, flux measurements, and biochemical mechanisms.

Medical Diagnosis

Assists medical professionals by extracting symptoms from natural language, identifying potential diagnoses, and suggesting clinical next steps.

LangChain Architecture Design

Architects sophisticated LLM applications using the LangChain framework for agents, memory management, and complex tool integration.

RAG Architect

Designs, implements, and optimizes production-grade Retrieval-Augmented Generation (RAG) pipelines for AI applications.

Financial Analyst

Performs automated financial ratio analysis, DCF valuations, and driver-based forecasting for strategic decision-making.

Financial Analyst

Automates professional financial modeling, DCF valuations, and budget variance analysis using specialized Python toolkits.