← Back to Projects ML Models Prediction Integrated with Dashboard
End-to-end ML predictions served via APIs and visualized in an interactive dashboard.
Categories
ML
Tech Used
Unsupervised Learningscikit-learnXGBoostLSTMsforcasting modelsfine-tuningTensorFlowPyTorchpandasNumPyFastAPIFlaskREST APIsMatplotlib/SeabornHTMLCSSJavaScriptPostgreSQLDocker
Problem
Stakeholders need transparent predictions with monitoring and clear visuals.
Approach
- Trained and compared multiple ML models
- Built REST APIs for inference and batch predictions
- Created dashboard for metrics and outputs
Results
- Unified prediction + visualization workflow
- Reusable ML service template
Demo Videos