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MLOps Bootcamp: Build Real-World AI Infrastructure

MLOps is the discipline that combines AI/Machine Learning, Data Engineering, and DevOps to reliably deploy, monitor, and maintain AI models. You'll learn to go beyond model training and learn how real AI systems operate in production by connecting AWS services into a modern MLOps stack that take an AI model from experimentation to a live, continuously improving, production-ready AI application that scales.

9 hours 0 projects 82 + lessons

Rated 4.9 out of 5 on Trustpilot

Rated 4.9 out of 5 on Trustpilot

28 Days

Average time students take to complete this course.

instructor
Taught by: Patrik Szepesi
Last updated: September 2026
Our students are getting hired by these companies. We can help you too.

What you'll learn

  • Understand the full MLOps lifecycle from training to retraining
  • Fine-tune Vision Transformers with Hugging Face on AWS
  • Prepare S3 datasets for cloud-based model training
  • Deploy real-time AWS endpoints for live predictions
  • Monitor model confidence and activity with CloudWatch
  • Build AWS Pipelines for automated ML workflows
  • Connect Lambda, API Gateway, S3 and Bedrock
  • Retrain models automatically and gate production deployments

You probably already know that one of the most in-demand skills in the technology workplace right now is being able to train and fine-tune an AI/ML model.

But having the skills to deal with what happens after that is what will actually take you to the next level.

Those skills are building and managing the infrastructure and systems that the AI needs to be deployed, to continually improve, and to scale with a company's needs.

In this MLOps Bootcamp you'll learn exactly those skills!

You'll build the systems that take an AI/ML model from experimentation to a live, continuously improving, production-ready AI application that scales.

You'll fine-tune a Vision Transformer with Hugging Face and SageMaker, deploy it behind a real-time endpoint, capture prediction data and monitor model behavior with CloudWatch.

You'll build real-world skills with Lambda, API Gateway, S3 and Bedrock to collect low-confidence predictions, label new examples and feed them back into an automated retraining workflow.

You'll also build evaluation and deployment gates so a newly trained model doesn't automatically replace the production model just because it's newer. It has to perform better first.

By the end, you'll understand how the pieces of a modern MLOps stack connect and be ready to build the AI infrastructure needed for now and the future.

What Else Should I Know?

By becoming a ZTM member you'll not only get access to all our bootcamp courses, bytes, and projects.

But you’ll also get to join our exclusive live online community classroom to learn alongside thousands of students, alumni, mentors, TAs and Instructors.

Most importantly, you'll be learning from an industry professional (Patrik) that has actual real-world experience as an AI & Machine Learning Engineer. He teaches you the exact strategies and techniques he uses in his role.

Finally, as with all ZTM courses, this course is a living thing. It will be constantly updated as the landscape changes so you can use it as your go-to guide for using Amazon SageMaker now and throughout your career.

Join 1,000s of Zero To Mastery graduates that have gotten hired and are now working at companies like Google, Tesla, Amazon, Apple, IBM, JP Morgan, Facebook, Shopify + other top tech companies.

They come from all different backgrounds, ages, and experiences. Many even started as complete beginners.

So there's no reason it can't be you too.

And you have nothing to lose. Because you can start learning right now and if this course isn't everything you expected, we'll refund you 100% within 30 days. No hassles and no questions asked.

Who You Will Learn With

You're getting more than just a course

Our instructors, TAs, Mentors, Alumni, and fellow students go above and beyond to help guide you and ensure you're on the right path to achieve your goals. Our private ZTM Discord server is a key factor in taking your skills, confidence and career to the next level.

Course curriculum

To make sure this course is a good fit for you, you can start learning MLOps for free right now by clicking any of the PREVIEW links below.

11 sections82 lessons9 hours total length

Introduction

7 lectures · 19min
7 lectures · 19min

Introduction·2:06

2:06
PREVIEW

Exercise: Meet Your Classmates and Instructor

PREVIEW

What We Are Building·12:17

12:17
PREVIEW

Demo: How The Retrain Pipeline Gets Kicked Off·5:11

5:11
PREVIEW

Course Resources

PREVIEW

Understanding Your Video Player

PREVIEW

Set Your Learning Streak Goal

PREVIEW

Understanding AWS, IAM roles, Domains and Notebooks

5 lectures · 21min
5 lectures · 21min

Installing Required Packages and Dependencies to our Sagemaker Notebook

4 lectures · 23min
4 lectures · 23min

Accessing our Dataset and doing Exploratory Data Analysis

6 lectures · 23min
6 lectures · 23min

Setting up our AWS Sagemaker Training Job with Vision Transformers

7 lectures · 58min
7 lectures · 58min

Training our Vision Transformer on Nvidia GPUs in AWS

4 lectures · 10min
4 lectures · 10min

Deploying our Model to Sagemaker and Setting up Monitoring Dashboards

7 lectures · 51min
7 lectures · 51min

Creating our Sagemaker Retrain Pipeline

16 lectures · 2hr 39min
16 lectures · 2hr 39min

Connecting the Sagemaker Pipeline with other AWS Services

16 lectures · 2hr 26min
16 lectures · 2hr 26min

Testing our Final Sagemaker Pipeline

3 lectures · 20min
3 lectures · 20min

Who is Zero To Mastery Academy for?

You'll fit right in if:

You're struggling to make progress using free tutorials that aren't giving you the structure or clear path to achieving your goals.
You don't want to learn alone. You want personalized feedback, support, and motivation from instructors and mentors and want to be part of a supportive community of like-minded individuals.
You want to learn by doing. You're excited to embrace the struggle of making mistakes that comes with building real-world projects you'll be proud of.
You're sick of outdated & boring tutorials. We pride ourselves on having the most up-to-date (and fun!) courses in the industry so that you're not wasting your time and only learning what matters right now.
You can't afford to spend $8,000+ on over priced bootcamps and colleges. We got you. We'll help you go from zero to hired for less than the cost of a cup of coffee a day.
You're ready to embrace AI. You're excited to go beyond basic prompt tricks and hacks and learn the latest AI tools and skills.

We're not for you if:

You're just going to watch the lessons and take no action. Our courses are all about getting your hands dirty with exercises and putting what you're learning into action by building fun and impressive real-world projects.
You're not ready to invest in yourself by taking the time to deeply learn a topic or you're just looking for the cheapest way to learn.
You don't think fundamentals matter anymore because AI can do everything for you. Understanding the fundamentals and how things really work will always be important.
You think AI is going to replace you and think there's nothing you can do about it. Well, if you keep wasting time not learning AI tools & skills, you're probably right. Or you embrace them, and 2x your productivity (and your income).
You think influencers on YouTube are the experts and would rather watch superficial videos that get a lot of views to learn. Our courses are taught by actual industry experts.

Meet your instructor

Your instructor (Patrik) isn't just an expert with years of real-world professional experience. He has been in your shoes. He makes learning fun. He makes complex topics feel simple. He will motivate you. He will push you. And he will go above and beyond to help you succeed.

Patrik Szepesi

Hi, I'm Patrik Szepesi!

Patrik is a Senior Machine Learning Engineer with years of experience and an enthusiasm for cutting-edge technologies. His focus is to teach you practical, real-world skills by building real projects that solidify your skills.

SEE MY BIO & COURSES

Patrik Szepesi

Senior Machine Learning Engineer

Frequently Asked Questions

Are there any prerequisites for this course?

  • Basic Python knowledge is required. Don't have that? You can start learning today by taking our Python for Beginners course!
  • An AWS account is required to use AWS SageMaker. We'll walk you through setting one up in the course!

Who is this course for?

  • Anyone who wants a step-by-step guide to learning to build end-to-end machine learning and AI systems, and be able to get hired as an MLOps Engineering or AI Engineer
  • Anyone who wants to launch or accelerate their career in MLOps or AIOps
  • Students, Developers, Machine Learning Engineers, Data Scientists, and AI Engineers who want to demonstrate practical, professional-level MLOps skills
  • Anyone looking to expand their knowledge and toolkit when it comes to AI, Machine Learning and Deep Learning
  • Bootcamp or online MLOps tutorial graduates that want to go beyond the basics
  • Students who are frustrated with their current progress with all of the beginner MLOps or AIOps tutorials out there that don't go beyond the basics and don't give you real-world practice or skills you need to actually get hired

Do you provide a certificate of completion?

We definitely do and they are quite nice. You will also be able to add Zero To Mastery Academy to the education section of your LinkedIn profile as well.

Are there subtitles?

Yes! We have high quality subtitles in 6 different languages: English, Spanish, French, German, Arabic, and Hindi.

You can even adjust the text size, color, background and more so that the subtitles are perfect just for you!

Still have more questions about the Academy?

Still have more questions specific to the Academy membership? No problem, we answer some more here.

What students are saying

Our courses and community have helped 1,000s of Zero To Mastery students go from zero to getting hired to levelling up their skills and advancing their careers to new heights.

Rated 4.9 out of 5 on Trustpilot

Learn the skills to stand out and get hired. In the age of AI.

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