Скачать или смотреть Serverless Air Quality Index (AQI) Tracking System | AWS + React + Terraform + Machine Learning

Welcome to this walkthrough of my *Serverless Air Quality Index (AQI) Tracking Platform* — a full-stack cloud project that collects, predicts, and visualizes real-time air quality data using *AWS, Terraform, Python, and React* 🌤️



⚙️ *Project Overview*

This system demonstrates how to combine *IoT data ingestion**, **machine learning predictions**, and **serverless architecture* to create a scalable and cost-efficient AQI monitoring solution.

✅ *Frontend:* React + TypeScript dashboard (Vite)
✅ *Backend:* AWS Lambda + API Gateway + DynamoDB + S3
✅ *Machine Learning:* Python model (scikit-learn) predicting short-term AQI levels
✅ *Infrastructure as Code:* Terraform for provisioning all AWS resources
✅ *CI/CD:* Bitbucket Pipelines automating build & deployment
✅ *Hosting:* S3 + CloudFront for global distribution
✅ *Optional Integration:* Adobe Experience Manager (AEM) for CMS and content delivery

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🧠 *System Architecture*

1. *Data Ingestion:* IoT sensors or public APIs send data to AWS Lambda via API Gateway
2. *Storage:* DynamoDB stores real-time and historical AQI readings
3. *Prediction:* ML Lambda fetches the trained model from S3 and predicts AQI values
4. *Visualization:* React + TypeScript dashboard displays live AQI charts and maps
5. *Automation:* Terraform manages infrastructure, Bitbucket Pipelines handles CI/CD

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🧰 *Tech Stack*

*Frontend:* React.js, TypeScript, Recharts, Leaflet
*Backend:* AWS Lambda, API Gateway, DynamoDB, S3, CloudFront
*Machine Learning:* Python, scikit-learn, joblib
*Infra & CI/CD:* Terraform, Bitbucket Pipelines
*Optional:* Adobe Experience Manager (AEM) Integration

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💡 *Why Serverless?*

⚡ Auto-scaling on demand
💸 Pay only for execution time
🔒 Secure and managed infrastructure
🧩 Ideal for IoT and ML workloads

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📈 *Future Enhancements*

Real-time sensor data with AWS IoT Core
SageMaker Serverless model hosting
Role-based access with AWS Cognito
Global dashboard deployment via CloudFront + Route53

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🖥️ *Source Code*


📘 Blog/Docs:   / serverless-aqi-tracking-system-hari-mohan-...  


🎯 *Tags*

`#AWS #Serverless #ReactJS #Terraform #MachineLearning #FullStack #Python #DynamoDB #CloudComputing #IoT #DataScience #TypeScript #BitbucketPipelines #SaaS #DevOps`