Forum Discussion
Kavindhiran
Jul 18, 2025Copper Contributor
Built a Real-Time Azure AI + AKS + DevOps Project – Looking for Feedback
Hi everyone, I recently completed a real-time project using Microsoft Azure services to build a cloud-native healthcare monitoring system. The key services used include: Azure AI (Cognitive Servic...
Kidd_Ip
Jul 23, 2025MVP
Below are some suggestions:
|
Area |
Suggestion |
|
Observability |
Consider integrating Azure Application Insights for deeper telemetry and distributed tracing across services. |
|
Model Lifecycle |
Add versioning and retraining workflows for your AI models using ML Ops (e.g., Azure Machine Learning pipelines). |
|
Data Simulation |
Include a script or service that mimics realistic sensor data patterns (e.g., spikes, anomalies) to better test prediction accuracy. |
|
Documentation |
Expand your README with architecture diagrams, setup instructions, and a flowchart of how data moves through the system. |
|
Security Hardening |
Add role-based access control (RBAC) and network isolation (e.g., private AKS cluster with Azure Private Link). |