Mathematical Foundations of Machine Learning
Mathematical Foundations of Machine Learning is an online course from Udemy in Machine Learning. It is structured in 11 modules with 8 stated learning outcomes, over 16.5 hours. It costs ₹609, certificate included. Learners rate it 4.4/5 from 8.6K ratings on Udemy, with 147.4K enrolled.
Part of our Machine Learning courses collection, where we compare it against 20 other courses. See all Machine Learning courses on Udemy.
Course highlights
| Provider | Udemy |
| Duration | 16.5 hours |
| Level | All Levels |
| Mode | Self-paced |
| Language | English |
| Certificate | Yes — shareable certificate |
| Instructor | Dr Jon Krohn |
| Rating | 4.4★ (8.6K reviews) |
| Learners | 147.4K |
| Price | ₹609 ₹4,229 |
What you’ll learn
Level and time commitment
What this course covers
11 modulesThe 11-part outline Udemy publishes for this course, across 16.5 hours.
Module 1 · Data Structures for Linear Algebra
Module 2 · Tensor Operations
Module 3 · Matrix Properties
Module 4 · Eigenvectors and Eigenvalues
Module 5 · Matrix Operations for Machine Learning
Module 6 · Limits
Module 7 · Derivatives and Differentiation
Module 8 · Automatic Differentiation
Module 9 · Partial Derivative Calculus
Module 10 · Integral Calculus
Module 11 · Probability
What learners rate it
Rated 4.4/5 by 8.6K learners on Udemy (checked 6 Oct 2026).
This rating is collected by Udemy from its own enrolled learners. We reproduce it as reported and do not accept paid or incentivised reviews. See it on Udemy →
Compiled by the CoursesGlobal editorial desk. Fees, ratings, duration and certificate details for the 1 course shown are read directly from Udemy course pages — we never estimate a price or a rating. Last verified 6 October 2026.
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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 | |
|---|---|---|---|---|---|---|
| Mathematical Foundations of Machine Learning This |
 Udemy
|
4.4★ | ₹609 | 16.5 hours | Most popular — 147.4K 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 ↗ |
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 Udemy.
Browse every course we track for one of these — courses for data scientists.
Common questions
How much does Mathematical Foundations of Machine Learning cost?
It is listed at ₹609 on Udemy, last checked 6 October 2026. Course prices change and providers run discounts, so treat this as the list price and confirm on the provider page.
Does Mathematical Foundations of Machine Learning come with a certificate?
Yes — Udemy lists a certificate on completion. It is a course certificate, not a formal qualification or university credit.
How long does Mathematical Foundations of Machine Learning take?
Udemy lists it at 16.5 hours. 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 Mathematical Foundations of Machine Learning suitable for beginners?
Udemy lists it as suitable for all levels, so beginners and people brushing up work through the same material.
What does Mathematical Foundations of Machine Learning cover?
It is organised into 11 modules, starting with Data Structures for Linear Algebra and going on to Tensor Operations, Matrix Properties, Eigenvectors and Eigenvalues, Matrix Operations for Machine Learning, among others. The full outline is on this page.
Who teaches Mathematical Foundations of Machine Learning?
Dr Jon Krohn, as listed by Udemy.