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Machine Learning with Apache Spark

Explore the exciting world of machine learning with this IBM course.

Machine Learning with Apache Spark is an intermediate-level online course from Coursera in Machine Learning. It is structured in 4 modules with 4 stated learning outcomes, over 15h 54m. Learners rate it 4.5/5 from 117 ratings on Coursera.

Part of our Machine Learning courses collection, where we compare it against 20 other courses. See all Machine Learning courses on Coursera.

★★★★★4.5(117 reviews) English

Course highlights

Provider Coursera
Duration 15h 54m
Level Intermediate
Mode Self-paced
Language English
Certificate Yes — shareable certificate
Rating 4.5★ (117 reviews)
Price Check price

What you’ll learn

Describe ML, explain its role in data engineering, summarize generative AI, discuss Spark's uses, and analyze ML pipelines and model persistence.
Evaluate ML models, distinguish between regression, classification, and clustering models, and compare data engineering pipelines with ML pipelines.
Construct the data analysis processes using Spark SQL, and perform regression, classification, and clustering using SparkML.
Demonstrate connecting to Spark clusters, build ML pipelines, perform feature extraction and transformation, and model persistence.

Level and time commitment

Coursera lists this course at Intermediate level.
It assumes you already have the basics of the subject and want to go deeper, rather than starting from zero.
What the provider says you need first:
  • Prior knowledge on Data Engineering Fundamentals, Big Data, Hadoop and Spark, ETL and Python is highly recommended for this course.
Time commitment: 15h 54m.
It is self-paced, so that figure is the material, not a fixed schedule.

Skills you’ll gain

Extract, Transform, LoadGenerative AIData ProcessingPredictive ModelingClassification AlgorithmsData TransformationSupervised LearningUnsupervised LearningModel EvaluationApache SparkMachine LearningModel Deployment

What this course covers

4 modules

The 4-part outline Coursera publishes for this course, across 15h 54m.

Module 1 · Get Started with Machine Learning
Module 2 · Machine Learning with Apache Spark
Module 3 · Data Engineering for Machine Learning using Apache Spark
Module 4 · Final Project

What learners rate it

4.5
★★★★★
117 ratings

Rated 4.5/5 by 117 learners on Coursera (checked 8 Nov 2026).

This rating is collected by Coursera from its own enrolled learners. We reproduce it as reported and do not accept paid or incentivised reviews. See it on Coursera →

How this page is put together

Compiled by the CoursesGlobal editorial desk. Fees, ratings, duration and certificate details for the 1 course shown are read directly from Coursera course pages — we never estimate a price or a rating. Last verified 8 November 2026.

How we compare and rank courses · Our review policy · Affiliate disclosure

Compare with alternatives

Same topic, different trade-offs — here's who runs each one and what it's best at.

Course Provider Rating Price Duration Why pick this one
Machine Learning with Apache Spark This Coursera 4.5★ Check price 15h 54m Most popular — 0 learners
Machine Learning Coursera 4.9★ Check price 2 months Highest rated (4.9★ from 39.5K reviews) View ↗
Machine Learning with Python Coursera 4.7★ Check price 20h 26m For learners past the basics · 20h 26m View ↗
Machine Learning: Classification Coursera 4.7★ Check price 21h 25m All Levels · 21h 25m · certificate View ↗
See all Machine Learning courses →

Where Machine Learning leads

Roles we map to Machine Learning on CoursesGlobal. This is our own mapping of subject to job, not a placement claim by Coursera.

Data Scientist

Browse every course we track for one of these — courses for data scientists.

Common questions

How much does Machine Learning with Apache Spark cost?

Coursera does not publish a price we can read on the course page, so we do not show one. Check the fee on the provider site — we would rather say nothing than quote a number we did not collect.

Does Machine Learning with Apache Spark come with a certificate?

Yes — Coursera lists a certificate on completion. It is a course certificate, not a formal qualification or university credit.

How long does Machine Learning with Apache Spark take?

Coursera lists it at 15h 54m. It is self-paced, so that is the volume of material rather than a deadline — how long it actually takes depends on the hours you put in each week.

Is Machine Learning with Apache Spark suitable for beginners?

Coursera lists it at Intermediate level, so it assumes some grounding in the subject already. If you are starting from zero, a beginner-level course in the same topic is the better entry point.

What does Machine Learning with Apache Spark cover?

It is organised into 4 modules, starting with Get Started with Machine Learning and going on to Machine Learning with Apache Spark, Data Engineering for Machine Learning using Apache Spark, Final Project. The full outline is on this page.

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