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Mathematics for Machine Learning and Data Science

Master the Toolkit of AI and Machine Learning.

Mathematics for Machine Learning and Data Science is a beginner-level online course from Coursera in Machine Learning. It is structured in 3 modules, over 3 months. Learners rate it 4.6/5 from 3.2K ratings on Coursera.

Part of our Machine Learning courses collection, where we compare it against 5 other courses.

★★★★★4.6(3.2K reviews) English

Course highlights

Provider Coursera
Duration 3 months
Level Beginner
Mode Self-paced
Language English
Certificate Yes — shareable certificate
Rating 4.6★ (3.2K reviews)
Price Check price Free

Level and time commitment

Coursera lists this course at Beginner level.
No prior experience in the subject is assumed — this is where the provider expects a newcomer to start.
Time commitment: 3 months.
It is self-paced, so that figure is the material, not a fixed schedule.

Skills you’ll gain

ThingMathematics for Machine Learning and Data Science

What this course covers

3 modules

The 3-part outline Coursera publishes for this course, across 3 months.

Module 1 · Linear Algebra for Machine Learning and Data Science
Module 2 · Calculus for Machine Learning and Data Science
Module 3 · Probability & Statistics for Machine Learning & Data Science

What learners rate it

4.6
★★★★★
3.2K ratings

Rated 4.6/5 by 3.2K learners on Coursera (checked 25 Aug 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 10courses 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 25 August 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
Mathematics for Machine Learning and Data Science This Coursera 4.6★ Check price 3 months Most popular — 0 learners
Machine Learning Coursera 4.9★ Check price 2 months Highest rated (4.9★ from 39.2K reviews)
Machine Learning with Python Coursera 4.7★ Check price 20h 26m Quickest to finish (20h 26m)
Machine Learning: Classification Coursera 4.7★ Check price 21h 25m Beginner-friendly · 21h 25m
See all Machine Learning courses →

Where Machine Learning leads

Roles we map to Machine Learning on 10courses. 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 Mathematics for Machine Learning and Data Science 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 Mathematics for Machine Learning and Data Science 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 Mathematics for Machine Learning and Data Science take?

Coursera lists it at 3 months. 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 Mathematics for Machine Learning and Data Science suitable for beginners?

Yes. Coursera lists it at Beginner level, so no prior experience in the subject is assumed.

What does Mathematics for Machine Learning and Data Science cover?

It is organised into 3 modules, starting with Linear Algebra for Machine Learning and Data Science and going on to Calculus for Machine Learning and Data Science, Probability & Statistics for Machine Learning & Data Science. The full outline is on this page.