Program profile · official sources

Mathematics for Machine Learning and Data Science Specialization

The Mathematics for Machine Learning and Data Science Specialization by DeepLearning.AI on Coursera is described in the hero as intermediate level but in the description as a beginner-friendly program teaching the fundamental mathematics toolkit of machine learning. Instructed by Luis Serrano, the curriculum covers calculus, linear algebra, statistics, and probability. Students apply math concepts using Python programming in lab exercises, learning to represent data as vectors, perform gradient descent, and quantify uncertainty using common statistical methods. The self-paced online program has an estimate of 12 weeks at 5 hours a week. Earning the shareable career certificate requires paying for the courses and completing the programming assignments. Although described as a 3-course series, the FAQ ambiguously states completion of 4 courses is required for the full specialization certificate.

Facts checked 1 Oct 2026

Price
See pricing

The FAQ states a Coursera subscription costs $49 / month. Financial aid is available. No specific total price is stated. No numeric course-completion total or ISO currency is established from the saved page.

Time
12 weeks to complete at 5 hours a week.
Level
Intermediate level
Credential
Provider-issued course certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Format
100% online, self-paced course
Prerequisites
The description recommends a high school level of mathematics (functions, basic algebra) and familiarity with programming (data structures, loops, functions, conditional statements, debugging). The FAQ states the program assumes prerequisite knowledge of mathematical functions, basic algebra, and basic to intermediate Python programming.

Commercial status: no commercial relationship is documented for this page. The verification link goes directly to the official provider source.

No accepted numeric price in this registry. See the sourced pricing details below.

See the full registry price landscape. Prices retain their stated payment scope; they are not comparable completion costs.

What’s covered

  • Linear Algebra for Machine Learning and Data Science
  • Calculus for Machine Learning and Data Science
  • Probability & Statistics for Machine Learning & Data Science

Prerequisites: The description recommends a high school level of mathematics (functions, basic algebra) and familiarity with programming (data structures, loops, functions, conditional statements, debugging). The FAQ states the program assumes prerequisite knowledge of mathematical functions, basic algebra, and basic to intermediate Python programming.

Explore DeepLearning.AI · Explore Coursera

View official program ↗

What you actually do

  • Linear Algebra for Machine Learning and Data Science : 34 hours; Course 1 · Source
  • Calculus for Machine Learning and Data Science : 27 hours; Course 2 · Source
  • Probability & Statistics for Machine Learning & Data Science : 33 hours; Course 3 · Source

What the credential is

Credential type
Provider-issued course certificate · www.coursera.org / mathematics-for-machine-learning-and-data-science
Credential
Career certificate · www.coursera.org / mathematics-for-machine-learning-and-data-science
Issuer
DeepLearning.AI · www.coursera.org / mathematics-for-machine-learning-and-data-science
Sharing
Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review. · www.coursera.org / mathematics-for-machine-learning-and-data-science
Exam requirement
The page describes earning a certificate if you pay for the courses and complete the programming assignments; it does not explicitly establish whether a formal exam is required. Note a contradiction in the source text: while the specialization is prominently described as a 3-course series, the FAQ ambiguously states that completing all 4 courses is required to receive the full specialization certificate. · www.coursera.org / mathematics-for-machine-learning-and-data-science

Who should skip it

    Alternatives in the registry

    Related by topic or level.

    Change log

    • : Initial recorded review of official program details. · Source
    ← All programs