Problem
Forecasting work was trapped in notebooks, making it hard to validate, share, or reuse the logic.
MLOps / Deployment
Forecast Ops Deployment
A production-oriented forecasting solution that helps teams inspect predictions and operational assumptions.
Solution
Packaged the model workflow behind an API and a simple UI so forecasts can be reviewed like a product, not a one-off script.
Key features
- Scenario comparison
- Prediction summaries
- Model tracking
- Deployment-ready workflow
Outcome
Turned ad hoc analysis into a reusable system that is easier to explain and maintain.
Why it Matters
Turned ad hoc analysis into a reusable system that is easier to explain and maintain.
Challenges and decisions
Making model outputs understandable
Keeping the serving path lightweight
Separating experiment code from production flow