AHMED

[sonder314]

Task 1: Dashboard Integration

Description: Integrate Streamlit dashboard with backend

Mid-term (Apr 20):

• Add dashboard to docker-compose.yml
• Configure dashboard to connect to PostgreSQL
• Create System Overview page:
  • Total jobs
  • Total models
  • Job status distribution
  • Recent predictions
• Create Jobs page:
  • Job list
  • Job details
  • Job status
• Create Models page:
  • Model list
  • Model details
  • Model metrics

End-term (Apr 22):

• Create Datasets page:
  • Dataset list
  • Dataset details
  • Dataset versioning
• Create Deployments page:
  • Deployment list
  • Deployment history
  • Production model
• Create Inference page:
  • Recent predictions
  • Prediction details
  • Prediction latency
• Create Monitoring page:
  • Drift detection
  • Model performance
  • Alerts
• Create System Health page:
  • Service status
  • Resource usage
  • Health checks

Deliverables:

• ✅ Dashboard integrated (mid-term)
• ✅ 3 pages working (mid-term)
• ✅ 8 pages complete (end-term)
• ✅ Dashboard in docker-compose (end-term)