🚀 Deployment
Deployment Pipeline
From trained model to production — with Docker, K8s, and CI/CD for ML
<1hr
Deploy Time
Zero
Downtime
Auto
Rollback
Key Features
What Makes This Technology Special
Docker Container
Package models with all dependencies in Docker images
Kubernetes
Manage model serving with K8s — auto-scaling
CI/CD for ML
Automated pipeline from git push to production
Blue-Green Deploy
Switch between old and new models with zero downtime
Model Registry
Manage model versions with MLflow, Weights & Biases
Health Check
Automated model serving health monitoring
Benefits
Why You Need This Technology
Automated Deployment
CI/CD pipeline handles everything automatically
Zero Downtime
Switch models without stopping service
Instant Rollback
Roll back to previous model immediately if issues arise
Auto-scaling
System scales automatically based on load
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