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Learner Reviews & Feedback for Linear Algebra for Machine Learning and Data Science by DeepLearning.AI

4.6
stars
2,274 ratings

About the Course

Newly updated for 2024! Mathematics for Machine Learning and Data Science is a foundational online program created by DeepLearning.AI and taught by Luis Serrano. In machine learning, you apply math concepts through programming. And so, in this specialization, you’ll apply the math concepts you learn using Python programming in hands-on lab exercises. As a learner in this program, you'll need basic to intermediate Python programming skills to be successful. After completing this course, you will be able to: • Represent data as vectors and matrices and identify their properties using concepts of singularity, rank, and linear independence, etc. • Apply common vector and matrix algebra operations like dot product, inverse, and determinants • Express certain types of matrix operations as linear transformations • Apply concepts of eigenvalues and eigenvectors to machine learning problems Many machine learning engineers and data scientists need help with mathematics, and even experienced practitioners can feel held back by a lack of math skills. This Specialization uses innovative pedagogy in mathematics to help you learn quickly and intuitively, with courses that use easy-to-follow visualizations to help you see how the math behind machine learning actually works.  We recommend you have a high school level of mathematics (functions, basic algebra) and familiarity with programming (data structures, loops, functions, conditional statements, debugging). Assignments and labs are written in Python but the course introduces all the machine learning libraries you’ll use....

Top reviews

FH

Jun 21, 2023

A bit more detail into the complex topics of eigen values and eigen vectors would have been helpful. Also notebooks could have been oriented more towards the practical use of the concepts.

MS

Aug 26, 2024

While people focus on teaching how to solve problems basically, It is very good to see people speak about maths like science as a concept with good visualization!. Great work guys.

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301 - 325 of 525 Reviews for Linear Algebra for Machine Learning and Data Science

By Leonardo B

•

May 30, 2023

¡Amazing teacher!

By Seyed h M

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Mar 11, 2023

This is wonderful

By Satyanarayan M

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Aug 29, 2025

Nicely organized

By Sarath S

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Aug 23, 2025

Wonderful course

By Roberto J

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Mar 9, 2025

Excelente curso

By sony s

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Jul 23, 2024

Excellent cours

By Tuhin D

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May 23, 2023

Very intuitive!

By Dr.V.Parimala

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Apr 10, 2023

good experience

By sanjay k

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Dec 17, 2025

Great learning

By sambit c

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Jul 20, 2025

great course.

By Parampreet S

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Jun 26, 2023

Great Course!

By MARC F

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Apr 11, 2023

Great course!

By Ester G

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Dec 9, 2024

Exceptional.

By Ali H

•

Jul 15, 2024

Nice course

By Marc D

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Jul 11, 2024

Best ever!!

By Sabeur M

•

Jan 15, 2024

Great cours

By MUHAMMAD A

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Jul 26, 2023

Its awesome

By Ariana H

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Jun 4, 2023

I loved it.

By Hiếu H M

•

Nov 4, 2025

thanks you

By Behzad N

•

Nov 5, 2023

Fantastic!

By Rajarshi M

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Aug 23, 2023

Excellent!

By Dr.A. R

•

Jul 25, 2025

excellent

By Deleted A

•

Jul 16, 2025

excellent

By Sasyesh P S C

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Jan 10, 2025

Excellent

By adeel s

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Jul 26, 2023

excellent