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

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898 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, learners will be able to: • Analytically optimize different types of functions commonly used in machine learning using properties of derivatives and gradients • Approximately optimize different types of functions commonly used in machine learning using first-order (gradient descent) and second-order (Newton’s method) iterative methods • Visually interpret differentiation of different types of functions commonly used in machine learning • Perform gradient descent in neural networks with different activation and cost functions 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

AA

Sep 15, 2024

this course is perfect and its also a necessary step in learning machine learning it helped me learn how calculus affects on optimization and how I can implement them using python

MS

Aug 29, 2023

very good courses. The material is quite deep and difficult, but can be conveyed so that it is easy to understand. The lab is also very helpful to better understand the concept

筛选依据：

76 - Calculus for Machine Learning and Data Science 的 100 个评论（共 188 个）

创建者 Raghu K V

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Sep 16, 2025

Excellent Course. Very complicated subject made easy by Luis Serrano. Thank you!

创建者 Hà T P

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Aug 17, 2023

Thank you to everyone who contributed to the creation of this course. Great!

创建者 Vitor T R

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Apr 5, 2025

Amazing! The course combines theory and practice in a very interesting way.

创建者 Kashif M

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Oct 28, 2023

It was great to learn the calculus behind Machine Learning and Data Science

创建者 Kevin D

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May 15, 2023

Great approach to teaching the subject. Illuminating and clearly presented.

创建者 Ganavi B

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May 28, 2023

The best course to set my basics right. Thankyou for such a great course.

创建者 Prabhu G

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Feb 11, 2025

Awesome instructor. Even a layman can understand Luis' teaching method.

创建者 BHAGAVAN K

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Dec 23, 2024

Excellent course which I ever seen. Highly recommonded to all audience.

创建者 Ramnath R

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Apr 9, 2023

Excellent introduction to calculus and very targeted at ML applications

创建者 Anish K

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Jun 9, 2023

Highly recommended for having a good understanding of Applied Calculus

创建者 Marko N

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Aug 12, 2023

Good, intuitive explanations of the concepts. Greate visualizations.

创建者 Sajad A J

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Jul 19, 2023

Great course for learning math fundamentals in an applied approach.

创建者 Muhammad A

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Apr 15, 2023

Good course for understanding the maths behind machine learning

创建者 Tiago J V

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Jan 21, 2024

Without any doubt, one of the best courses that I've ever had.

创建者 Martin A (

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May 29, 2023

Very interesting and one of the Best Calculus course ever!!!!!

创建者 Ryan T

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Aug 13, 2023

Well explained. Love the exercises. Lots of Maths! I Love it

创建者 Ahmed a

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Aug 6, 2023

Amazing that describe calculus and really beginner friendly.

创建者 Pooyan S

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Nov 17, 2024

Mr. Luis Serrano is an artist, and his art is teaching.

创建者 Pavol D

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Jun 9, 2024

Great course! Will teach you all the basics and beyond.

创建者 MIGUEL M O

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Apr 11, 2023

this is the course you need if u are looking for maths

创建者 Mauricio C

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Oct 24, 2024

Excelente curso con laboratorios en Jupyter notebooks

创建者 Jack Y

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Oct 15, 2023

Vivid teaching and coding to enlighten everything~

创建者 Hamad U R Q

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Jun 18, 2023

Good Foundational Calculus for Machine Learning.

创建者 Leith S

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Aug 4, 2023

Another well taught introduction to this topic.