AI Ops & MLOps

Model deployment, DevOps, CI/CD

⏱️ Duration:15 hrs
💰 Fee:12999 + Taxes
🎯Weekend batch

View our curriculum

The entire program leads to mastery in the field and is intended to give future practitioners a complete curriculum.

Module 1

Introduction to MLOps

🔄

What is MLOps?

AI Ops Specialist

Importance of MLOps for AI lifecycle, Difference between DevOps and MLOps

🧩

Components of MLOps

AI Ops Specialist

Model versioning, CI/CD pipelines for AI, Monitoring and retraining

Module 2

Model Deployment with Docker

🐳

Containerizing AI Models

AI Ops Specialist

Building Docker images for ML models

📦

Deploying with Docker Compose

AI Ops Specialist

Scaling AI models with Docker Compose

🚀

Model Serving

AI Ops Specialist

Using Flask/FastAPI for API endpoints

Module 3

Kubernetes for AI Deployment

☸️

Introduction to Kubernetes

AI Ops Specialist

Pods, Deployments, and Services

📈

AI Model Scaling with K8s

AI Ops Specialist

Horizontal Pod Autoscaling (HPA)

🔌

Kubernetes Ingress & Load Balancing

AI Ops Specialist

Exposing model APIs externally

💾

Persistent Storage for AI

AI Ops Specialist

Using volumes for model artifacts

Module 4

Continuous Integration & Deployment (CI/CD)

⚙️

CI/CD Pipelines for AI

AI Ops Specialist

Automating deployment with GitHub Actions

🔄

Version Control & Rollbacks

AI Ops Specialist

Model versioning with Git

🔄

Model Retraining

AI Ops Specialist

Automating retraining pipelines

AI Ops Specialist Projects:

Sharpen Your Skills with 4+ Battles

Master AI by working on 4+ real-world projects—building, innovating, and solving challenges to prepare for the fast-moving industry.

AI Ops Specialist

AI Deployment

Building an AI agent that autonomously researches and summarizes topics.

AI Ops Specialist

Model Deployment

Deploying an AI model on Kubernetes with auto-scaling and load balancing..

AI Ops Specialist

ML - CI/CD

Automating model deployment with GitHub Actions and version control.

AI Ops Specialist

Model Retraining

Building an MLOps pipeline to retrain and deploy ML models automatically.

Get Certified

Earn your certification upon completing the required tasks.

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Receive an instructor-signed certificate with the institution's logo to verify your achievements and increase your job prospects.

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Increase Opportunities

Showcase your achieved skill set using your certificate to attract employers for desired job opportunities.

Certificate

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