IT & SoftwareAdded 50 mins ago

Ultimate DevOps to MLOps Bootcamp - Build ML CI/CD Pipelines

From Data to Deployment — Learn MLOps by Building a Real-World Machine Learning Project with MLflow, Docker, Kubernetes

4.4 / 5.0
479 ratings
11h 33m 43s
On-demand
English
Audio
Gourav J. Shah, School of Devops & AI
Instructor
Ultimate DevOps to MLOps Bootcamp - Build ML CI/CD Pipelines100% OFF
  • 11h 33m 43s on-demand video
  • Certificate of Completion
  • Mobile, TV & Desktop Access
  • Full Lifetime Access

What you'll learn

Build end-to-end Machine Learning pipelines with MLOps best practices
Understand and implement ML lifecycle from data engineering to model deployment
Set up MLFlow for experiment tracking and model versioning
Package and serve models using FastAPI and Docker
Automate workflows using GitHub Actions for CI pipelines
Deploy inference infrastructure on Kubernetes using KIND
Use Streamlit for building lightweight ML web interfaces
Learn GitOps-based CD pipelines using ArgoCD
Serve models in production using Seldon Core
Monitor models with Prometheus and Grafana for production insights
Understand handoff workflows between Data Science, ML Engineering, and DevOps
Build foundational skills to transition from DevOps to MLOps roles

Course Description

This hands-on bootcamp is designed to help DevOps Engineers and infrastructure professionals transition into the growing field of MLOps. With AI/ML rapidly becoming an integral part of modern applications, MLOps has emerged as the critical bridge between machine learning models and production systems.

In this course, you will work on a real-world regression use case — predicting house prices — and take it all the way from data processing to production deployment on Kubernetes. You’ll start by setting up your environment using Docker and MLFlow for tracking experiments. You’ll understand the machine learning lifecycle and get hands-on experience with data engineering, feature engineering, and model experimentation using Jupyter notebooks.

Next, you'll package the model with FastAPI and deploy it alongside a Streamlit-based UI. You’ll write GitHub Actions workflows to automate your ML pipeline for CI and use DockerHub to push your model containers.

In the later stages, you'll build a scalable inference infrastructure using Kubernetes, expose services, and connect frontends and backends using service discovery. You’ll explore production-grade model serving with Seldon Core and monitor your deployments with Prometheus and Grafana dashboards.


Finally, you'll explore GitOps-based continuous delivery using ArgoCD to manage and deploy changes to your Kubernetes cluster in a clean and automated way.


By the end of this course, you'll be equipped with the knowledge and hands-on experience to operate and automate machine learning workflows using DevOps practices — making you job-ready for MLOps and AI Platform Engineering roles.

Who this course is for:

  • DevOps Engineers looking to break into the field of MLOps
  • Platform Engineers and SREs supporting ML teams
  • Cloud Engineers wanting to understand ML workflows and productionization
  • Developers transitioning into ML Engineering or Data Engineering roles
  • Anyone curious about how real-world ML systems are deployed and scaled

More free IT & Software courses

CyberSecurity Awareness: Your First Line of Defense100% OFF
IT & SoftwareAdded 30 mins ago

CyberSecurity Awareness: Your First Line of Defense

CyberProStudy Ltd.
4.5(719)1h 36m 22sEnglish
$84.99Free
Get Coupon
Intelligence Analysis Fundamentals100% OFF
IT & SoftwareAdded 35 mins ago

Intelligence Analysis Fundamentals

Rob F
5.0(26)4h 54m 43sEnglish
$84.99Free
Get Coupon
Security+ Exam Prep: Practice Exams for CompTIA Security+ #2100% OFF
IT & SoftwareAdded 1 hours ago

Security+ Exam Prep: Practice Exams for CompTIA Security+ #2

Adrian Găitan, Reju Kole, Evaluris Solutions
4.7(100)0sEnglish
$84.99Free
Get Coupon
SecurityX Exam Prep: Practice Exams for CompTIA SecurityX #1100% OFF
IT & SoftwareAdded 1 hours ago

SecurityX Exam Prep: Practice Exams for CompTIA SecurityX #1

Adrian Găitan, Evaluris Solutions, Reju Kole
4.7(100)0sEnglish
$84.99Free
Get Coupon

Never miss a free coupon

Instructor coupons expire fast — often within hours of reaching 1,000 enrollments. Join our Telegram channel for instant alerts when new verified coupons drop.

Join Telegram