TH
🚀 Deployment

Deployment Pipeline

From trained model to production — with Docker, K8s, and CI/CD for ML

Deployment Pipeline
<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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