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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.

3 Days

Average time students take to complete this course.

instructor
Taught by: Ivan Mushketyk
Last updated: August 2025

Rated 4.9 out of 5 on Trustpilot

What you'll learn

  • Use Spark ML to build scalable machine learning models
  • Implement 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.

When's the best time to get started? Today!

There's never a bad time to learn in-demand skills. But the sooner, the better. So start learning Spark ML today by joining the ZTM Academy. You'll have a clear roadmap to developing the skills to build your own projects, get hired, and advance your career.

Join Zero To Mastery Now

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.

Introduction

4 lectures

Introduction: Machine Learning with SparkML7:45

PREVIEW

What Is Machine Learning?6:05

PREVIEW

Exercise: Meet Your Classmates and Instructor

PREVIEW

Course Resources

PREVIEW

Setup and Useful Resources

4 lectures

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

20 lectures

Where To Go From Here?

2 lectures

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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.

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