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

4.6
stars
1,775 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

NA

Jun 17, 2023

Very visual and application oriented and gives the context for machine learning and where linAL is applied in PCA and neural networks. The structure is really byte sized and fun to work with.

SP

Jul 26, 2023

This course is truly exceptional for individuals eager to strengthen their grasp of Linear Algebra concepts, paving the way for a deeper understanding of machine learning and data science.

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126 - 150 of 445 Reviews for Linear Algebra for Machine Learning and Data Science

By Priyanshu A

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May 28, 2023

Best Visual Explanation, I've got new thinking of the same things which I had learned in the Past. It great Course Thanks for making Such Amazing Content.

By Balsebre-Andrae, S

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Jul 27, 2023

I appreciated this course very much, except for the sometimes inaccurate task descriptions in the programming labs.

It got decent Khan Academy vibes :)

By Ahmed a

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Jun 17, 2023

Despite the fact I have already taken the same content at my University, It all felt really new to me, and It was like the first time I understand.

By Ivan S

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Feb 24, 2023

Course provides good starting point for mastering Linear Algebra. I liked very much the programming assignments provided at the end of every week.

By Ramin M

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Dec 12, 2024

It was a great learning experience, and all the examples were carefully chosen with a special focus on machine learning. Well done and thank you!

By Haris K

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Aug 13, 2023

This course was really a gem of course with various interactive labs and quizzes. I liked the labs very much and also the lecturer was top class.

By Gerley A

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May 20, 2023

Extremely solid and important for anyone looking to have a greater understanding of vector and matrix data representations in machine learning.

By Antonio G M

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Jul 19, 2023

Great course. Explains Linear algebra in a clear and concise way, while also providing examples and exercises to further your understanding.

By Mariam

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Apr 22, 2023

Luis Serrano is one of the most gifted teachers I've ever experienced and had the most grateful occasion of listening to and learning from.

By Leith S

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Jul 28, 2023

A couple of minor topics in eigenvalues and eigenvectors need further explanation near the end of the course but otherwise well taught.

By Tamil S

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Sep 7, 2023

The course is good in terms of giving Hands-on experience. I suggest to add a little more intuitive videos to help cement the concepts

By SHIVAM S

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Apr 20, 2023

The best course to go through the basics of Linear Algebra with a proper visual understanding and practical use cases of the concepts.

By Anish K

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Apr 7, 2023

I already know some of the concept, But also the insstructor has provided practical and very much logical appraoch to understand it.

By Brad F

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Jun 2, 2023

Unbelievably well-organized, easy-to-consume, and I actually learned a LOT from the assignments. If I could give six stars I would!

By Adrian G

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Nov 30, 2024

Material was very clear, and it was very clear how each piece built and applied to ML. Very well organized and well taught course.

By 강현길

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Apr 1, 2024

Very practical and easy-lectured course. I would recommend this to anyone who wants to learn linear algebra for machine learning.

By Joaquin C C

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Mar 10, 2023

Great content the instructor really makes it easy to understand the mathematical concepts. The labs and the graphs are amazing.

By PURSWANI, H

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May 19, 2023

Great Course For beginners. The course helped me understand the mathematical fundamentals for Machen Learning and Data Science

By Adison

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Jun 14, 2023

The instructor was able to break down the concepts in an understandable manner, often by applying illustrations and examples.

By Muhammad N S

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Aug 21, 2023

Very good courses. Complex mathematical concepts can be explained in an easy and fun way so they are very easy to understand

By Chaitanya

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May 31, 2023

It you want to take a different perspective of linear algebra or learning it first time, take it. That $$$ is totally worth.

By Shekhar P

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Jun 30, 2023

I like this course the way they are teaching. Very impressive and easy to understand maths with machine learnicn ocnepts.

By Chua J

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Jun 30, 2023

In depth view of regarding the machine learning algorithms, interactive labs. Best course to refresh some of the calculus

By Derjean G

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Mar 15, 2023

Excellent course, not only challenging, but encourages further study of material. Also, the presenter is very engaging.

By Jacob M

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Aug 1, 2024

Really good course. I suggest pairing this with 3 Blue 1 Brown to get a really good complete picture of Linear Algebra