Data Science & ML Agent Skills

AI Recommendation Engine

Constructs sophisticated recommendation systems using collaborative filtering, content-based filtering, and hybrid approaches to personalize user experiences.

Excel Pivot Wizard

Automates the creation of professional Excel pivot tables and data visualizations using natural language commands.

Machine Learning Model Trainer

Trains, evaluates, and persists machine learning models using automated workflows for classification and regression tasks.

ML Model Trainer

Automates the end-to-end machine learning workflow from dataset analysis and model selection to training and artifact persistence.

Hyperparameter Tuner & Optimizer

Optimizes machine learning model performance by automatically searching for the most effective hyperparameter configurations.

Hyperparameter Tuning & ML Optimization

Optimizes machine learning models by automatically searching for optimal hyperparameter configurations using grid, random, and Bayesian search strategies.

Machine Learning Feature Engineering

Automates the creation, selection, and transformation of data features to optimize machine learning model performance and accuracy.

Machine Learning Feature Engineering

Enhances machine learning model performance by automating feature creation, selection, and transformation tasks.

Model Evaluation Suite

Evaluates machine learning models using a comprehensive suite of performance metrics to ensure accuracy and reliability.

Classification Model Builder

Automates the end-to-end creation, training, and evaluation of machine learning classification models within Claude Code.

Classification Model Builder

Automates the end-to-end creation, training, and evaluation of supervised machine learning classification models.

Data Anomaly Detection

Identifies outliers and unusual patterns in datasets using machine learning to uncover fraud, security threats, or system irregularities.

Time Series Forecasting

Predicts future values and identifies temporal patterns in historical data using advanced statistical modeling and automated analysis.

Regression Analysis Tool

Performs advanced regression modeling and data analysis to uncover variable relationships and predict future trends.

Time Series Forecaster

Analyzes historical temporal data to predict future trends and seasonal patterns using advanced statistical modeling.

Dataset Splitter

Automates the partitioning of datasets into training, validation, and testing sets for machine learning development.

Excel DCF Modeler

Builds professional investment banking-grade discounted cash flow (DCF) models in Excel with automated financial projections and sensitivity analysis.

Excel Pivot Wizard

Automates the creation of professional Excel pivot tables and data visualizations using natural language commands.

AI Ethics & Fairness Validator

Analyzes AI/ML models and datasets for potential biases and ethical concerns to ensure responsible AI development.

Excel Variance Analyzer

Automates financial budget vs. actual variance analysis with intelligent flagging and executive commentary for professional FP&A reporting.

ML Model Explainability Tool

Provides interpretability and transparency for machine learning models by generating explanations for predictions and identifying feature importance.

Regression Analysis Tool

Automates regression modeling and predictive data analysis to identify trends and relationships between variables.

AI Ethics & Fairness Validator

Validates the ethical implications and fairness of AI/ML models and datasets to ensure responsible development.

ML Model Explainability Tool

Interprets complex machine learning predictions and identifies key feature influences using SHAP and LIME techniques.

Prompt Optimization Expert

Optimizes LLM prompts to minimize token consumption and maximize response quality for more efficient AI interactions.

Neural Network Builder

Automates the construction and configuration of deep learning architectures including CNNs, RNNs, and Transformers using standardized implementation patterns.

Model Deployment Helper

Automates the transition of machine learning models from development to production through API generation and containerization.

ML Experiment Tracking Setup

Automates the configuration and integration of tracking tools like MLflow and Weights & Biases for machine learning projects.

Machine Learning Experiment Tracking Setup

Automates the configuration and integration of MLflow and Weights & Biases to track machine learning experiments seamlessly.

AI Multi-Agent Orchestrator

Orchestrates complex multi-agent systems and intelligent task routing using the AI SDK v5 framework.