Deploying Machine Learning Models to Production with FastAPI
Deployed ML model to production - 1000 predictions/s, <100ms latency, auto-scaling. Serving 1M predictions/day
🏷️ deployment
3 posts
Canary Deployment: Testing in Production with Confidence
Implementing canary releases with Kubernetes and Istio - gradual rollout, automated rollback, and catching bugs before they affect all users
Blue-Green Deployment: Zero-Downtime Releases
Implementing blue-green deployment strategy for zero-downtime releases - switching traffic, rollback in seconds, and lessons learned