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Machine Learning with Spark ML

Learn how to use Spark ML to build scalable machine learning solutions. Get hands-on with regression, classification, feature engineering, model evaluation, hyperparameter tuning and more, plus learn deep learning integration with Apache Spark.

2.5 hours 0 projects 30 + lessons

Rated 4.9 out of 5 on Trustpilot

Rated 4.9 out of 5 on Trustpilot

3 Days

Average time students take to complete this course.

instructor
Taught by: Ivan Mushketyk
Last updated: April 2026
Our students are getting hired by top companies. We can help you too.

What you'll learn

  • Use Spark ML to build scalable machine learning models
  • Apply regression and classification algorithms
  • Apply feature engineering techniques at scale
  • Evaluate model performance with the right metrics
  • Optimize models through hyperparameter tuning
  • Integrate deep learning tools with Spark
  • Handle big data Machine Learning workflows efficiently
  • Build production-ready Machine Learning pipelines

Machine learning doesn’t stop at theory...it needs to scale. In this course, you'll learn how to take ML models to production-level scale using Spark ML.

We'll dive into hands-on techniques for regression and classification, explore smart feature engineering, and show you how to evaluate and tune models for real performance. You'll also get a glimpse of how deep learning can plug into your Spark workflows.

If you're ready to stop experimenting and start building, this is where it happens.

Wait... What's a Byte?

Bytes are shorter courses that allow you to upgrade your skills and knowledge in a single day!

Learning is hard. And sometimes you just need a quick learning fix, right? To learn something awesome, interesting, and relevant to your career goals.

That's why we've created Bytes.

What's The Bottom Line?

This course is not about superficial fluff.

Instead, this course will take you from a complete beginner to understanding how to use Spark ML for Machine Learning on a deeper level. 🚀

And... you have nothing to lose.

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 SparkML for free right now by clicking any of the PREVIEW links below.

4 sections30 lessons2.5 hours total length

Introduction

4 lectures · 13min
4 lectures · 13min

Introduction: Machine Learning with SparkML·7:45

7:45
PREVIEW

What Is Machine Learning?·6:05

6:05
PREVIEW

Exercise: Meet Your Classmates and Instructor

PREVIEW

Course Resources

PREVIEW

Setup and Useful Resources

4 lectures · 6min
4 lectures · 6min

Machine Learning with Spark ML: Create a Data Pipeline, Train a Model + more

20 lectures · 1hr 45min
20 lectures · 1hr 45min

Where To Go From Here?

2 lectures · 1min
2 lectures · 1min

Who is Zero To Mastery 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 fun 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.

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 or just looking for the cheapest way to learn. If that's you, no problem, use our free Learn to Code + AI & Get Hired guide.
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 probably income too!).

Meet your instructor

Your Data Engineering instructor (Ivan) 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.

Ivan Mushketyk

Hi, I'm Ivan Mushketyk!

Ivan is a data & software engineer with 12+ years of experience designing and scaling distributed systems. His career spans early-stage startups and industry leaders, including AWS and Stripe, where he built production-grade cloud and data applications.

SEE MY BIO & COURSES

Ivan Mushketyk

Data Engineer

Frequently Asked Questions

Are there any prerequisites for this course?

  • Basic Python knowledge is required. If you don't have that we recommend taking the first few sections of our Python Bootcamp course, which is included in your ZTM Academy membership.

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

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