Forecast object trajectory based on history of tracks. Provides a stable and computationally efficient baseline suitable for real-time systems.

Explore practical, real-world solutions with Power BI and Microsoft Fabric — from insightful dashboards to powerful data workflows. Perfect for learning, inspiration, and accelerating your data projects.

Django web app for vehicle data analysis with ML models for classification, regression, and clustering. Includes interactive visualizations and geospatial mapping.

Interactive Vehicle Maintenance Dashboard — predicts maintenance needs across a fleet of 50,000 vehicles (Cars, SUVs, Vans, Trucks, Buses, Motorcycles). Covers Diesel, Petrol, and Electric fuel types with risk scoring, fuel efficiency analysis, battery tracking, and warranty expiry alerts.

End-to-end UK fleet and MOT failure risk analytics project using Python, SQL, SQLite, Power BI and machine learning to analyse vehicle MOT outcomes, mileage, age, failure patterns and maintenance risk.