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学生对 DeepLearning.AI 提供的 Linear Algebra for Machine Learning and Data Science 的评价和反馈

4.6
2,152 个评分

课程概述

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....

热门审阅

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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201 - Linear Algebra for Machine Learning and Data Science 的 225 个评论(共 514 个)

创建者 Rakhee S

Mar 30, 2023

The instructor Luis Serrano is amazing. He explains every topic in great detail.

创建者 mouad k

Nov 23, 2024

the mathematics is this course make sense like no other university math courses

创建者 David H

May 9, 2023

Learned a ton, especially about using Python to solve linear algebra problems

创建者 gkccn

Jan 23, 2024

nice clarity of concepts with the interactive visualization and presentation

创建者 mokshika h

Jul 7, 2023

Honestly, this is a grate opportunity to improve my knowledge on ML and DS.

创建者 Оксана І Я

Aug 27, 2024

An incredible teacher Interesting and exciting presentation of the material

创建者 Hao Q

Jul 16, 2023

Love the simple, graphical and intuitive way of teaching of the instructor.

创建者 Matthew M

Oct 17, 2024

Great coverage of the fundamentals - though will require external reading

创建者 Dimitris F

Oct 21, 2023

Great course for refreshing linear algebra - Luis is a fantastic teacher!

创建者 Nafis A

Feb 22, 2023

It's an excellent course. Very well tailored and brilliantly explained.

创建者 Jaime O L R

Jul 28, 2023

Luis is an excellent teacher. Complex concepts are clearly explained.

创建者 Misikir G T

May 29, 2023

Very useful and powerful of linear algebra with excellent instructor.

创建者 Shubham K

Aug 12, 2024

Great Course to Boost Your Fundamentals On Matrices And Determinants

创建者 Kyaw K H

Mar 26, 2023

Really Good Introduction to linear algebra with a lot of handon labs

创建者 Stefan F

May 10, 2025

Explanations are clear and concise. Everything is well thought-out.

创建者 Nabin A

Aug 9, 2023

Worth it Course for linear algebra foundations for Machine Learning

创建者 Christofer O

May 8, 2024

Recommended courses for Math Data Science Introduction to beginner

创建者 Shaheen B

Jul 15, 2024

Very supportive assistants on DeepLeaning.AI site for the course.

创建者 Francisco J G C

Oct 25, 2023

A very well designed course with practical examples and exercises

创建者 o b

Aug 17, 2023

It's not the easiest course but It totally worth it to finish.

创建者 אורי ב

Feb 15, 2025

amazing content very intuitive teaching thanks! im loving it

创建者 Andrew G

Feb 5, 2025

I finally get it. Concepts have clicked that haven't before.

创建者 Dhirendra Y

Jun 21, 2023

Excellent course. Great quizzes and programming assignments.

创建者 Uriel B

Sep 4, 2024

Nice course with all the materials up-to-date I recommended