Data Science & ML Agent Skills

Spreadsheet Tools

Automates the creation, analysis, and formatting of Excel spreadsheets using programmatic data manipulation and visualization techniques.

Excel & Financial Modeling

Automates professional spreadsheet creation, data analysis, and financial modeling with dynamic formulas and industry-standard formatting.

FiftyOne Image Deduplication

Identifies and removes duplicate or visually similar images in FiftyOne datasets using deep learning embeddings.

FiftyOne Dataset Inference

Automates the creation of FiftyOne datasets from local media files and executes machine learning model inference pipelines.

GPT-OSS & vLLM Troubleshooter

Diagnoses and resolves openai_harmony.HarmonyError and tool calling failures when using GPT-OSS models with vLLM.

Clinical Trials Statistical Analysis

Provides R-based statistical methods and best practices for clinical trial design, analysis, and regulatory reporting.

LLM Evaluation Framework

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

Health Economics Analysis in R

Performs advanced health economic evaluations including cost-effectiveness analysis, Markov modeling, and probabilistic sensitivity analysis in R.

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production applications.

LLM Application Evaluation

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

LangChain Architecture & LLM Development

Architects sophisticated LLM applications using LangChain's agent, memory, and tool integration patterns.

AI Gateway Manager

Manages and routes requests across multiple AI providers including Anthropic, Ollama, and HuggingFace.

Structural Biology Analysis

Analyzes protein and molecular structures through AlphaFold interpretation, quality validation metrics, and comparative structural techniques.

Gioia Methodology

Constructs and validates hierarchical data structures for qualitative research, transforming grounded participant language into abstract theoretical dimensions.

RAG Implementation Guide

Implements robust Retrieval-Augmented Generation systems to connect LLMs with external knowledge bases and vector databases.

Prompt Engineering Patterns

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

AgentDB Memory Patterns

Implements high-performance persistent memory and reasoning patterns for AI agents using vector storage and reinforcement learning.

Analysis Orchestration

Optimizes AI-assisted qualitative research through model selection guidance, cost estimation, and document processing strategies.

RDKit Cheminformatics

Performs advanced molecular modeling and cheminformatics tasks including descriptor calculation, fingerprinting, and substructure searching.

Sprint 1 Executor

Executes structured, atomic tasks for fantasy football analytics, FASA optimization, and trade intelligence within a standardized sprint framework.

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.

ReasoningBank Intelligence

Implements adaptive learning and pattern recognition systems to enable AI agents to optimize strategies and improve through experience.

RAG Implementation Expert

Builds robust Retrieval-Augmented Generation (RAG) systems to ground LLM applications in external knowledge and proprietary data.

LLM Evaluation Framework

Implements comprehensive evaluation strategies for Large Language Model applications using automated metrics, human feedback, and comparative benchmarking.

LangChain Architecture

Builds sophisticated LLM applications and autonomous agents using the LangChain framework's core patterns and integrations.

Bioinformatics Experiment Manager

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

Prompt Engineering Patterns

Implements advanced prompt engineering techniques to optimize LLM performance and output reliability for production applications.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex workflow orchestration.

ML API Endpoint Expert

Streamlines the design and deployment of production-grade machine learning inference endpoints using FastAPI and Docker.

Complex Data Analysis

Provides a structured framework for comprehensive data processing, multi-step analysis patterns, and standardized output generation.