ML Prediction Dashboard with API Serving

Serve machine-learning predictions through APIs and make model outputs easier to interpret in an interactive dashboard.

Categories

Tech Used

Problem

Stakeholders often need prediction systems that are not only accurate, but also accessible, comparable, and easy to review.

Approach

• Trained and compared multiple machine-learning model families for prediction tasks
• Built REST API endpoints for online and batch inference workflows
• Created dashboard views for outputs, metrics, and model-facing interaction

Results

• End-to-end path from model prediction to business-facing visualization
• Reusable pattern for production-style ML demo applications

Demo Videos