Fundamental MATLAB Programming for AI

Fundamental MATLAB Programming for AI

本课程是 Applied AI for Engineers and Scientists: Foundations 专项课程的一部分

位教师：Bo Liu

1,979 人已注册

包含在中

了解更多

3个模块

深入了解一个主题并学习基础知识。

75 条评论

初级等级

推荐体验

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

3个模块

深入了解一个主题并学习基础知识。

75 条评论

初级等级

推荐体验

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

您将学到什么

Learn MATLAB fundamentals, particularly those that are useful for applying AI techniques using MATLAB.

您将获得的技能

您将学习的工具

Matlab

要了解的详细信息

可分享的证书

添加到您的领英档案

作业

3 项作业

授课语言：英语（English）

了解顶级公司的员工如何掌握热门技能

了解关于 Coursera for Business 的更多信息

Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

积累特定领域的专业知识

本课程是 Applied AI for Engineers and Scientists: Foundations 专项课程专项课程的一部分

在注册此课程时，您还会同时注册此专项课程。

向行业专家学习新概念
获得对主题或工具的基础理解
通过实践项目培养工作相关技能
获得可共享的职业证书

该课程共有3个模块

This course introduces the fundamentals of the programming platform of this course, MATLAB. Through MATLAB’s toolboxes, engineers can make use of AI techniques bypassing intricate programming and achieve superior results. After learning this course (3 modules), students will be ready to learn AI techniques using MATLAB in terms of programming skills.

In this course, MATLAB fundamentals, particularly those that are useful for applying AI techniques using MATLAB, are introduced. This includes manipulating variables and matrices in MATLAB, MATLAB scripts, graphs, using built-in functions, defining and using custom functions, conditionals and program control, loops, table arrays and cell arrays to manipulate data, categorical data and one-hot encoding of them, etc. Case studies will be provided for writing objective functions in engineering optimization and data cleaning for building machine learning models, which are the fundamentals of Courses 2 and 3. In partnership with MathWorks, enrolled students have access to MATLAB for the duration of the course.

This module introduces the fundamentals of the programming platform of this course, MATLAB. Through MATLAB’s toolboxes for engineering and scientific modeling and AI techniques, students can bypass intricate programming and achieve superior results. After learning this module, students will be able to:

涵盖的内容

16个视频9篇阅读材料1个作业4个应用程序项目1个讨论话题

16个视频总计110分钟

Welcome to the specialization - Applied AI for Engineers and Scientists: Foundations 6分钟
Introduction to Course 1 and Week 1's Study 3分钟
MATLAB Basics: The Computing Environment 12分钟
Tutorial: MATLAB Basics 7分钟
Tutorial: MATLAB LiveScript 7分钟
MATLAB Basics: Using Built-in Functions 3分钟
MATLAB Matrices: Enter a Matrix 8分钟
MATLAB Matrices: Access Elements in a Matrix 5分钟
MATLAB Matrices: Manipulate Matrices 8分钟
MATLAB Built-in Functions: Data Types, Matrix Operations, and Statistics 9分钟
MATLAB Built-in Functions: Matrix Tiling, Sorting, and Random Number Generation 6分钟
MATLAB Scripts: Introduction to MATLAB Scripts 5分钟
Tutorial: MATLAB Debug Example 10分钟
MATLAB Graphics: Plotting Basics and Customization 6分钟
MATLAB Graphics: Improving the Plots 6分钟
Platform to Do Exercises and Assignments 7分钟

9篇阅读材料总计71分钟

Specialization and Course Structure 5分钟
Specialization Sample Certificate 1分钟
How to Access MATLAB Online 5分钟
Materials about MATLAB Basics 10分钟
Materials about MATLAB Matrices 10分钟
Materials about MATLAB Built-in Functions 10分钟
Materials about MATLAB Scripts 10分钟
Materials about MATLAB Graphics 10分钟
Exercise solutions 10分钟

1个作业总计15分钟

Module 1 Quiz 15分钟

4个应用程序项目总计90分钟

Module 1 Assignment 1 30分钟
Module 1 Assignment 2 30分钟
Module 1 Exercise 1 15分钟
Module 1 Exercise 2 15分钟

1个讨论话题总计10分钟

Module 1 Discussion about MATLAB 10分钟

This module introduces conditionals and program control, loops, and MATLAB custom functions, followed by two case studies. After learning this module, students will be able to:

涵盖的内容

7个视频5篇阅读材料1个作业4个应用程序项目1个讨论话题

7个视频总计48分钟

Module 2 Introduction to Week 2's Study 1分钟
Custom MATLAB Functions: Creating Custom MATLAB Functions 10分钟
Custom MATLAB Functions: Anonymous Functions 8分钟
MATLAB Conditionals and Loops: Conditionals and Program Control in MATLAB 8分钟
MATLAB Conditionals and Loops: Loop in MATLAB Programming 8分钟
Case Study: Kepler's Third Law 8分钟
Case Study: The Newton Raphson Method 6分钟

5篇阅读材料总计50分钟

Materials about Custom and Anonymous Functions 10分钟
Materials about Conditionals and Loops 10分钟
Materials about Kepler's Third Law 10分钟
Materials about Newton Raphson Method 10分钟
Exercise Solutions 10分钟

1个作业总计30分钟

Module 2 Quiz 30分钟

4个应用程序项目总计120分钟

Module 2 Assignment 1 30分钟
Module 2 Assignment 2 30分钟
Module 2 Exercise 1 30分钟
Module 2 Exercise 2 30分钟

1个讨论话题总计10分钟

Module 2 Discussion on functions, conditionals and loops 10分钟

This module introduces MATLAB data types and widely used functions in AI programs. Two case studies that are important for AI algorithms for optimization and machine learning in science and engineering are employed to practice students’ MATLAB programming skills and get ready for learning AI. After learning this module, students will be able to:

涵盖的内容

9个视频8篇阅读材料1个作业3个应用程序项目

9个视频总计61分钟

Module 3 Introduction to Week 3's Study 1分钟
MATLAB Table and Cell Arrays: MATLAB Table Arrays 11分钟
MATLAB Table and Cell Arrays: Import/Export Tables 5分钟
MATLAB Table and Cell Arrays: MATLAB Cell Arrays 9分钟
Categorical Data: Categorical Data and One Hot Encoding 12分钟
Write an Objective Function: MSE and Rastrigin Benchmark Explained 7分钟
Write an Objective Function: Understanding and Implementing Binary Cross Entropy 5分钟
Data Cleaning: Essentials 4分钟
How to Use MATLAB Online for Module 3 Exercise 1 6分钟

8篇阅读材料总计53分钟

Materials about MATLAB Table and Cell Arrays 10分钟
Materials about Categorical Data 10分钟
Materials about Objective Functions 10分钟
Materials about Data Cleaning 10分钟
CSV file in Exercise 1 1分钟
Exercise Solutions 10分钟
CSV file for Assignment 1 1分钟
CSV files for Assignment 2 1分钟

1个作业总计30分钟

Module 3 Quiz 30分钟

3个应用程序项目总计90分钟

Module 3 Assignment 1 30分钟
Module 3 Assignment 2 30分钟
Module 3 Exercise 1 30分钟

获得职业证书

将此证书添加到您的 LinkedIn 个人资料、简历或履历中。在社交媒体和绩效考核中分享。

位教师

授课教师评分

(5个评价)

Bo Liu

University of Glasgow

3 门课程 3,363 名学生

提供方

University of Glasgow

从 Algorithms 浏览更多内容

Vanderbilt University
AI-assisted MATLAB Programming with ChatGPT
课程
Vanderbilt University
Mastering Programming with MATLAB
课程
MathWorks
Practical MATLAB Skills
课程
MathWorks
MATLAB Skills for the AI Era
专项课程

人们为什么选择 Coursera 来帮助自己实现职业发展

Felipe M.

自 2018开始学习的学生

''能够按照自己的速度和节奏学习课程是一次很棒的经历。只要符合自己的时间表和心情，我就可以学习。'

Jennifer J.

自 2020开始学习的学生

''我直接将从课程中学到的概念和技能应用到一个令人兴奋的新工作项目中。'

Larry W.

自 2021开始学习的学生

''如果我的大学不提供我需要的主题课程，Coursera 便是最好的去处之一。'

Chaitanya A.

''学习不仅仅是在工作中做的更好：它远不止于此。Coursera 让我无限制地学习。'

学生评论

5 stars
96.05%
4 stars
2.63%
3 stars
0%
2 stars
1.31%
1 star
0%

显示 3/75 个

已于 Nov 22, 2025审阅

Thanks to this course, I'm no longer intimidated by MATLAB syntax. The conditional logic module was a lifesaver!

已于 Dec 1, 2025审阅

Finally, a course that doesn’t gloss over the math.The applied mathematics section grounded my ML understanding.

已于 Nov 22, 2025审阅

Modules on matrix manipulation and custom functions transformed how I approach data preprocessing for ML models. Highly recommended!

查看更多评论

通过 Coursera Plus 开启新生涯

无限制访问 10,000+ 世界一流的课程、实践项目和就业就绪证书课程 - 所有这些都包含在您的订阅中

了解更多

通过在线学位推动您的职业生涯

获取世界一流大学的学位 - 100% 在线

探索学位

加入超过 3400 家选择 Coursera for Business 的全球公司

提升员工的技能，使其在数字经济中脱颖而出

了解更多

常见问题

To access the course materials, assignments and to earn a Certificate, you will need to purchase the Certificate experience when you enroll in a course. You can try a Free Trial instead, or apply for Financial Aid. The course may offer 'Full Course, No Certificate' instead. This option lets you see all course materials, submit required assessments, and get a final grade. This also means that you will not be able to purchase a Certificate experience.

When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.