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

4.6
stars
2,148 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

DL

Feb 26, 2023

Best math refresher course. I like this style of the course structure. Starting from basic and intuitive examples, but following the steps I realized I understand all-important concept

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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176 - 200 of 514 Reviews for Linear Algebra for Machine Learning and Data Science

By Dorian K M

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Jul 8, 2023

Very useful course to prepare for a specialization in machine learning and data science. Recommended 100%.

By Youngju L

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Feb 27, 2025

Visual and concise explanations allowed me to understand the fundamental concepts and their applications.

By Devapranjal S

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Mar 24, 2024

Amazing lectures and really useful practical lab lessons. Just loved the way every lecture was explained.

By amlan d

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Aug 1, 2023

Last week coding assignment were not clear as to what is being asked. Apart from that this a great course

By Boushra A

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Nov 14, 2024

IT WAS PERFECTTTT I ENJOYED EVERY MINUTE OF IT, THANK U SO MUCH FOR SUCH A GREAT COURSE <333 LOVE U LUIS

By Papageorgiou N

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Nov 18, 2024

Very educational course, providing a great head start in machine learning while covering basic concepts

By Pedro T

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Jul 11, 2023

Very well designed, the pedagogy used to explain complex topics is excellent. I totally recommended

it.

By SHASHI K P

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Aug 5, 2023

Wonderful course , The way instructor explains is just awesome ,Thank you for offering this course :)

By adelaide b

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May 2, 2023

probably could have spent a little more time on the material for week 4 but overall fantastic course.

By Chaitanya K

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Jun 9, 2025

Absolute gem! The perfect blend of mathematics with real-world applications. Really well-structured.

By Kishore R

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Jan 4, 2025

Great course with in-depth visualization of Linear Algebra Concepts and Motivations for each concept

By Florin C

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Jul 13, 2023

Amazing course! The teacher is one of the best I've seen online. The experience is a positive one!

By Hùng M

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Feb 10, 2025

Great course for anyone who needs a good view of how linear algebra apply in DS and ML field <3

By Daniel y

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Sep 11, 2024

This course was taught beautifully - concepts were explained well and accompanied by visuals.

By Αντώνιος Τ

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Aug 18, 2023

Andre Ng was right (as usual) for recommending Luis Serrano, he is also an excellent teacher!

By Momen A

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Aug 14, 2023

Great Course, with simplified explanations, assessment helps you to understand topics more.

By Jansi E 2

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Oct 27, 2023

I got more details and gained knowledge from this course. I understand the deep concepts.

By Subbu V

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Jul 23, 2023

This totally kicked my butt - but it was well structured and organized. Great work team!

By Ayush M

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Jul 12, 2025

The course and assignments was very meticulously made and the explantion was peak good

By Bhaskar G

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Aug 11, 2023

It is so amazing course. Superb presentation and so nicely done. I really enjoyed it.

By Muhammad M

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Jan 1, 2025

It was a wonderful experience learning linear algebra from a newer perspective...

By Valéry B

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Jul 9, 2024

Simple, yet powerful. The eigenvalues eigenvectors part really helped me. Thanks!

By Olivio A C J

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Oct 12, 2023

A very exciting course. Explanations are very good and the exercises are awesome.

By Saravanan G

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Sep 28, 2023

i have really enjoyed learning maths in this course such an engaging course it is