课程信息
8,593 次近期查看

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为21 小时

建议:10 hours/week...

英语(English)

字幕:英语(English)

100% 在线

立即开始,按照自己的计划学习。

可灵活调整截止日期

根据您的日程表重置截止日期。

中级

完成时间大约为21 小时

建议:10 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间为 3 小时

Surveying Your Data

10 个视频 (总计 46 分钟), 4 个阅读材料, 2 个测验
10 个视频
Overview of Data Processing and Feature Engineering3分钟
Instructor Introduction2分钟
Introduction to Module 11分钟
Introduction to the Flights Dataset7分钟
Exploring the Flights Dataset5分钟
Describing Distributions6分钟
Examples of Distributions5分钟
Visualizing Multi-Dimensional Data8分钟
Summary of Module 1: Surveying Your Data2分钟
4 个阅读材料
Download and Install MATLAB15分钟
Data and Code Files15分钟
Variables in the Flights Dataset15分钟
Practice Visualizing Multidimensional Data45分钟
2 个练习
Understanding the Flights Dataset20分钟
Module 1 Quiz30分钟
2
完成时间为 3 小时

Organizing Your Data

8 个视频 (总计 34 分钟), 2 个阅读材料, 3 个测验
8 个视频
Working with Strings7分钟
Working with Dates and Times4分钟
Importing Multiple Data Files4分钟
Combining Data5分钟
Joining Tables5分钟
Sorting Your Data3分钟
Summary of Module 2: Organizing Your Data2分钟
2 个阅读材料
Practice Working with Strings15分钟
Practice Using Dates and Times30分钟
2 个练习
Practice Working with Strings15分钟
Quiz 2: Organizing Your Data1小时
3
完成时间为 3 小时

Cleaning Your Data

7 个视频 (总计 37 分钟), 2 个阅读材料, 3 个测验
7 个视频
Identifying Missing Data6分钟
Identifying Outliers5分钟
Investigating Outliers6分钟
Normalizing Data4分钟
Examples of Normalizing Data4分钟
Smoothing Data7分钟
2 个阅读材料
Practice Working with Outliers1小时
Cleaning Data: Analyzing Flight Volume30分钟
2 个练习
Practice Quiz: Putting it all Together15分钟
Quiz 3: Cleaning Your Data40分钟
4
完成时间为 3 小时

Finding Features that Matter

5 个视频 (总计 26 分钟), 4 个阅读材料, 2 个测验
5 个视频
Introduction to Feature Engineering5分钟
Introduction to Unsupervised Learning3分钟
Evaluating Features8分钟
Introduction to Dimensionality Reduction and PCA5分钟
4 个阅读材料
Examples of Feature Engineering30分钟
Example of K-means Clustering15分钟
Applying Filter Methods30分钟
Applying PCA45分钟
1 个练习
Quiz 4: Finding Features that Matter45分钟

讲师

Image of instructor, Brandon Armstrong

Brandon Armstrong

Senior Online Content Developer
MathWorks
Image of instructor, Adam Filion

Adam Filion

Senior Product Manager
MathWorks
Image of instructor, Heather Gorr

Heather Gorr

Senior Product Manager
MathWorks
Image of instructor, Erin Byrne

Erin Byrne

Senior Course Developer
MathWorks
Image of instructor, Brian Buechel

Brian Buechel

Online Content Developer
MathWorks
Image of instructor, Isaac Bruss

Isaac Bruss

Online Content Developer
MathWorks
Image of instructor, Maria Gavilan-Alfonso

Maria Gavilan-Alfonso

Senior Online Content Developer
MathWorks
Image of instructor, Matt Rich

Matt Rich

Online Content Developer
MathWorks
Image of instructor, Michael Reardon

Michael Reardon

Senior Online Content Developer
MathWorks
Image of instructor, Nikola Trica

Nikola Trica

Senior Online Content Developer
MathWorks

关于 MathWorks

Accelerating the pace of discovery, innovation, development, and learning in engineering and science....

关于 Practical Data Science with MATLAB 专项课程

Do you find yourself in an industry or field that increasingly uses data to answer questions? Are you working with an overwhelming amount of data and need to make sense of it? Do you want to avoid becoming a full-time software developer or statistician to do meaningful tasks with your data? Completing this specialization will give you the skills and confidence you need to achieve practical results in Data Science quickly. Being able to visualize, analyze, and model data are some of the most in-demand career skills from fields ranging from healthcare, to the auto industry, to tech startups. This specialization assumes you have domain expertise in a technical field and some exposure to computational tools, such as spreadsheets. To be successful in completing the courses, you should have some background in basic statistics (histograms, averages, standard deviation, curve fitting, interpolation). Throughout this specialization, you will be using MATLAB. MATLAB is the go-to choice for millions of people working in engineering and science, and provides the capabilities you need to accomplish your data science tasks. You will be provided with free access to MATLAB for the duration of the specialization to complete your work....
Practical Data Science with MATLAB

常见问题

  • 注册以便获得证书后,您将有权访问所有视频、测验和编程作业(如果适用)。只有在您的班次开课之后,才可以提交和审阅同学互评作业。如果您选择在不购买的情况下浏览课程,可能无法访问某些作业。

  • 您注册课程后,将有权访问专项课程中的所有课程,并且会在完成课程后获得证书。您的电子课程证书将添加到您的成就页中,您可以通过该页打印您的课程证书或将其添加到您的领英档案中。如果您只想阅读和查看课程内容,可以免费旁听课程。

还有其他问题吗?请访问 学生帮助中心