Deep knowledge

πŸš€ BIG ANNOUNCEMENT πŸš€

After intensive preparation, research, and real-world system design,
I’m officially launching a FREE YouTube series on:

🎯 Industrial MLOps with Azure ML & AKS β€” Full Production Pipeline 🎯



βœ… No toy projects.


βœ… No "just Jupyter notebooks."


βœ… 100% real-world enterprise ML system design.


βœ… End-to-end pipelines, monitoring, deployment, security, and automation β€” exactly like real companies build.





πŸ“… First Episode:
πŸ“Œ Thursday, June 11, 2025





βœ… This series will cover:



πŸ“¦ Azure ML Pipelines

πŸ”Ž PaDiM Industrial Defect Detection (Real Use Case)

☸️ AKS Deployment (Kubernetes)

⚑ FastAPI Inference

πŸ“Š MLflow Tracking

πŸ”„ Full CI/CD with Azure DevOps

πŸ“ˆ Application Insights Monitoring

🌊 Drift Detection

πŸ“‰ Load Testing

πŸ” Key Vault Security

🐳 Full Dockerization






If you're serious about learning how real companies build ML systems, this series is for you.

🎯 Subscribe, turn on notifications πŸ””, and get ready.

πŸ”₯ Let’s build real industrial ML pipelines β€” not toy models.




#MLOps #AzureML #AKS #IndustrialAI #MachineLearning #AzureDevOps #FullStackML #MLOpsPipeline #PaDiM #AnomalyDetection #ProductionML

3 months ago | [YT] | 4