> ## Documentation Index
> Fetch the complete documentation index at: https://freelance-4888ed08.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Introduction

> Professional MLOps Hub for the Demand Forecasting System

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](https://mintcdn.com/freelance-4888ed08/9iX3sa3yNrcTFtgt/images/system-hero-light.png?fit=max\&auto=format\&n=9iX3sa3yNrcTFtgt\&q=85\&s=65fd1152aa35f6f1bad74432a9c81faf)

## Explore the Platform

> [card] [Platform & Setup](https://freelance-4888ed08.mintlify.site/introduction/setup.md)
>
> Get up and running in minutes with our Docker-based stack.

> [card] [ML Lifecycle](https://freelance-4888ed08.mintlify.site/ml-solution/orchestration.md)
>
> Dive into the training, optimization, and validation pipelines.

> [card] [API Reference](https://freelance-4888ed08.mintlify.site/api-reference/openapi.md)
>
> Explore interactive endpoints and high-performance serving logic.

## Mission Critical Areas

> [card] [Visual Analytics](https://freelance-4888ed08.mintlify.site/ui/dashboard-overview.md)
>
> Interactive Dash UI for seasonality, temperature, and daily trend analysis.

> [card] [Operations & Reliability](https://freelance-4888ed08.mintlify.site/ml-solution/operations-reliability.md)
>
> 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.


This documentation is built and hosted on [Mintlify](https://mintlify.com), a developer documentation platform.