HFR

ML Copilot Agent

Preprint Under Review Journal of Engineering AI

Your AI-Powered Machine Learning Assistant

ML Copilot is an interactive machine learning assistant that streamlines data preprocessing, model training, evaluation, visualization, and documentation—all through an intuitive interface powered by cutting-edge AI.

ML Workflow Automation

AI Assistant

Automated Preprocessing

Handle missing values, encoding, scaling, and feature engineering

Model Selection

Recommends models based on problem type and dataset

Evaluation & Reporting

Generates metrics, visualizations, and ready-to-share reports

What Makes ML Copilot Different

Intelligent Data Prep

Context-aware preprocessing with data profiling and reproducible pipelines.

Auto-Modeling

Guided model selection with configuration suggestions and baselines.

Explainable Outputs

Feature importances, SHAP-like insights, and readable reports.

Common Scenarios

CSV to Model

Upload a dataset, configure target and features, train with best practice defaults.

Benchmark & Compare

Evaluate multiple models and compare performance with visual dashboards.

Shareable Reports

Export documentation with metrics, plots, and configuration details.