Data Science & ML Agent Skills

Tidymodels Hyperparameter Tuning

Optimizes machine learning models using advanced hyperparameter tuning strategies within the R tidymodels ecosystem.

Lebanon Market Gap Analyzer

Analyzes Lebanese market gaps using Ridge Regression to recommend optimal locations for new business branches based on demographic and competitor data.

LLM Arena CLI

Runs the interactive LLM Arena in the terminal to compare AI model outputs with high-quality markdown rendering.

Bayesian Survival Analysis Models

Implements advanced Bayesian survival and time-to-event models with support for censoring and frailty effects.

Data Labeling Patterns

Implements expert annotation pipeline designs, quality assurance protocols, and scalable labeling systems for machine learning workflows.

MLflow Integration Patterns

Implements professional MLflow patterns for experiment tracking, model registry management, and reproducible ML pipelines.

Mendelian Randomization in R

Performs causal inference using genetic variants as instrumental variables through comprehensive R-based Mendelian Randomization workflows.

BioLM Protocol Creator

Generates valid BioLM Protocol YAML files for protein engineering and bioinformatics pipelines.

Academic Paper Writer

Transforms experimental results into publication-ready LaTeX academic papers following professional research standards and style guides.

OctoMesh Pipeline Expert

Architects and debugs complex OctoMesh ETL pipelines using YAML-defined data flows and transformations.

Nexus Knowledge Graph

Manages complex relationships and structured data entities across multiple domains using GraphRAG memory.

Semantic Search Index Manager

Manages and maintains GPU-accelerated semantic search indexes for local codebases within Claude Code.

Cost-Aware LLM Pipeline

Optimizes LLM API expenses through intelligent model routing, budget tracking, and efficient caching strategies.

Agent Orchestration (MageAgent)

Coordinates multiple specialized AI agents to solve complex tasks through collaborative, competitive, and analytical workflows.

Market Research & Intelligence

Conducts data-driven market research, competitive analysis, and investor due diligence with verified source attribution.

ML-NMR Statistical Methodology

Provides comprehensive methodological guidance for Multilevel Network Meta-Regression (ML-NMR) using the multinma package and NICE DSU standards.

Bayesian Regression Models

Implements advanced Bayesian regression models including linear, logistic, and robust variations using Stan and JAGS.

Pairwise Meta-Analysis Methodology

Provides expert methodological guidance and R code implementation for conducting rigorous pairwise meta-analyses following Cochrane and PRISMA standards.

PaperBanana Scientific Illustration Generator

Generates publication-ready scientific diagrams and statistical plots for academic papers using a multi-agent pipeline.

Data Analysis Expert

Analyzes databases using SQL queries to generate actionable insights, trend reports, and data visualizations.

Clinical Trial Design Patterns

Implements and optimizes complex clinical trial designs including multi-arm, adaptive, and stratified patterns for biostatistical research.

R Diagnostic Accuracy Analysis

Performs comprehensive diagnostic test accuracy analysis in R, including ROC curves, optimal cutpoints, and meta-analysis.

Network Meta-Analysis (NMA) Methodology

Provides comprehensive methodological guidance and R implementation patterns for conducting rigorous network meta-analyses.

Mediana Clinical Trial Simulation

Streamlines clinical trial design and simulation using the Mediana framework for Clinical Scenario Evaluation (CSE).

Causal Mediation Analysis in R

Performs advanced causal mediation analysis to decompose total effects into direct and indirect effects using industry-standard R packages.

Bayesian Time Series Modeling

Implements robust Bayesian time series models using Stan and JAGS for advanced statistical forecasting and analysis.

Crypto Market Research

Performs multi-agent cryptocurrency market analysis, tracking price trends, news sentiment, and macro correlations for digital asset evaluation.

LangChain Architecture

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

Video Analysis Toolkit

Analyzes and extracts structured insights from video files using AI-powered understanding and timestamped key moment identification.

Data Engineering & Pipeline Optimization

Implements reliable, reproducible data pipelines and infrastructure using best practices for ETL/ELT workflows.