Budget Prediction.
A little foresight goes a long way.
01The challenge
Create an AI-powered budget forecasting tool that analyzes spending patterns and predicts future expenses with actionable recommendations.
02The approach
React dashboard consuming a Django ML backend, scikit-learn models for time-series prediction, RESTful API with versioning, D3.js for forecast visualizations.
03What improved
- Model inference under 200ms for real-time predictions
- Cached prediction results for repeated queries
- Progressive data loading for large transaction histories
04What I took forward
- 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