Budget Prediction

Create an AI-powered budget forecasting tool that analyzes spending patterns and predicts future expenses with actionable recommendations.

React dashboard consuming a Django ML backend, scikit-learn models for time-series prediction, RESTful API with versioning, D3.js for forecast visualizations.

• Model inference under 200ms for real-time predictions
• Cached prediction results for repeated queries
• Progressive data loading for large transaction histories

• ML model accuracy matters less than UX clarity of predictions
• Users trust AI more when you show the reasoning behind outputs
• API versioning is critical when models evolve independently