End-to-End AIOps Project on AWS EC2 | Prometheus, Grafana, Python & ML | Real-Time Monitoring

šŸ”„ End-to-End AIOps Project on AWS EC2 In this video, I demonstrate how to build a complete AIOps monitoring solution from scratch using AWS, Prometheus, Grafana, Docker, Python, and Machine Learning. This project monitors CPU, Memory, and Network utilization in real time and uses Machine Learning to detect anomalies automatically. šŸ“Œ Technologies Used Git Repo : https://github.com/bdreddy738/aiops-m... āœ… AWS EC2 āœ… Linux āœ… Docker āœ… Prometheus āœ… Node Exporter āœ… Grafana āœ… Python āœ… Pandas āœ… Scikit-Learn āœ… Isolation Forest āœ… Git & GitHub šŸ“Œ Features āœ” Real-Time CPU Monitoring āœ” Real-Time Memory Monitoring āœ” Real-Time Network Monitoring āœ” Prometheus Metrics Collection āœ” Grafana Visualization āœ” Machine Learning Based Anomaly Detection āœ” End-to-End DevOps & AIOps Implementation āœ” Production-Style Monitoring Setup šŸ“Œ Project Flow 1. Launch AWS EC2 Instance 2. Install Docker 3. Configure Node Exporter 4. Configure Prometheus 5. Deploy Grafana 6. Collect CPU, Memory & Network Metrics 7. Build Python Monitoring Scripts 8. Train Machine Learning Model 9. Detect Infrastructure Anomalies 10. Visualize Results in Grafana šŸ“Œ Perfect For āœ” DevOps Engineers āœ” Cloud Engineers āœ” SRE Engineers āœ” Platform Engineers āœ” MLOps Engineers āœ” AWS Engineers āœ” Beginners Learning Monitoring If you found this video useful, please Like, Share and Subscribe. #AWS #DevOps #AIOps #Prometheus #Grafana #Python #MachineLearning #Docker #Monitoring #CloudComputing #SRE #MLOps #AWSProjects #devopsprojects 00:00 Introduction 01:00 Architecture Overview 03:30 AWS EC2 Setup 06:00 Docker Installation 10:00 Node Exporter Setup 15:00 Prometheus Configuration 22:00 Grafana Dashboard Setup 30:00 CPU Monitoring 35:00 Memory Monitoring 40:00 Network Monitoring 45:00 Python Integration 55:00 Machine Learning Model 01:05:00 Anomaly Detection Demo 01:10:00 GitHub Repository Walkthrough 01:15:00 Conclusion

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