Case study · AI
A machine learning model for water drainage prediction
Infrastructure & public works client
The challenge
Without a way to forecast drainage behavior ahead of time, planning for heavy rainfall and flood risk relied on manual estimates rather than data-driven prediction.
The approach
We built and trained a machine learning model on historical drainage and weather data to predict drainage conditions, surfaced through a simple interface for planning and risk assessment.
- AI
- Machine Learning
- Infrastructure
- Forecasting
Results
- Model
- Drainage condition forecasting
- Input data
- Historical drainage & weather
- Deployment
- Production
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