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05 — Operational Design & Deployment Architecture

Demonstrates a live prediction workflow with current IESO data and weather forecasts, and documents the REST API design and deployment architecture for operational use.

deployment api-design real-time monitoring
Pythonpandasrequestsmatplotlibjoblib

Key Findings

  • Live demo generates today's risk level and predicted 3-hour peak window from current weather forecast
  • 7-day forecast outlook enables advance planning for curtailment logistics
  • Annual retraining cycle after each base period closes maintains model relevance

Notebook