Skip to main content
Welcome to the Demand Forecasting System—an enterprise-grade MLOps platform engineered for high-precision demand prediction. This documentation serves as your comprehensive guide to the system’s architecture, ML lifecycle, and production operations. Hero Light Hero Dark

Explore the Platform

Platform & Setup

Get up and running in minutes with our Docker-based stack.

ML Lifecycle

Dive into the training, optimization, and validation pipelines.

API Reference

Explore interactive endpoints and high-performance serving logic.

Mission Critical Areas

Visual Analytics

Interactive Dash UI for seasonality, temperature, and daily trend analysis.

Operations & Reliability

Resilience strategies, drift monitoring, and enterprise alerting.

System Architecture

Architected for scalability and reliability, the system leverages:
  • Orchestration: Fully automated DAGs managed by Airflow.
  • Engineering: Modular pipelines built with Kedro.
  • Monitoring: Real-time Data Drift detection with Great Expectations.
  • Insight: Model transparency via SHAP explainability.