课程信息

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初级
完成时间大约为19 小时
英语(English)
字幕:英语(English)

您将获得的技能

Data AnalysisData Visualization (DataViz)Matlab
可分享的证书
完成后获得证书
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。
初级
完成时间大约为19 小时
英语(English)
字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

内容评分Thumbs Up96%(1,667 个评分)Info
1

1

完成时间为 2 小时

Introduction to the Data Science Workflow

完成时间为 2 小时
11 个视频 (总计 39 分钟), 4 个阅读材料, 2 个测验
11 个视频
Overview of Exploratory Data Analysis with MATLAB2分钟
Instructor Introduction2分钟
Why Do We Need Data Science?4分钟
MATLAB as a Data Science Tool5分钟
How to ask Good Questions of Your Data2分钟
Interactive Data Exploration3分钟
Getting Started with MATLAB4分钟
Overview of the Data Science Workflow3分钟
The Workflow in Practice4分钟
Summary of Module 1: The Data Science Workflow1分钟
4 个阅读材料
Use a Live Script: Explore 2013 Tornado Events30分钟
Download and Install MATLAB15分钟
Data and Code Files10分钟
Introduction to Storm Events Data15分钟
2 个练习
Tell us why you're here2分钟
Quiz 1: Introduction to Data Science30分钟
2

2

完成时间为 3 小时

Importing Data

完成时间为 3 小时
8 个视频 (总计 20 分钟), 1 个阅读材料, 2 个测验
8 个视频
How Data is stored2分钟
How MATLAB Represents Data3分钟
How to Use the Import Tool3分钟
MATLAB Data Types4分钟
Why Automate the Import Process?1分钟
Generating and Reusing Code2分钟
Summary of Module 2: Importing Data1分钟
1 个阅读材料
Overview of MATLAB Data Types1 小时 30 分
2 个练习
Practice Quiz30分钟
Quiz 2: Importing Data45分钟
3

3

完成时间为 1 小时

Visualizing and Filtering Data

完成时间为 1 小时
5 个视频 (总计 15 分钟)
5 个视频
Plotting Data Contained in Tables4分钟
Selecting Data from Tables3分钟
Accessing and Creating Table Variables4分钟
Summary of Module 3: Visualizing and Filtering Data1分钟
3 个练习
Practice Selecting Data6分钟
Practice Questions5分钟
Quiz 3: Visualizing and Accessing Data in Tables45分钟
4

4

完成时间为 7 小时

Performing Calculations

完成时间为 7 小时
11 个视频 (总计 41 分钟), 4 个阅读材料, 11 个测验
11 个视频
Basic Mathematical Operations3分钟
Using Vectors4分钟
Using Functions2分钟
Calculating Summary Statistics2分钟
Correlations Between Variables3分钟
Accessing Subsets of Data5分钟
Introduction to Categorical Data5分钟
Performing Calculations by Category3分钟
Visualizing Results5分钟
Summary of Module 4: Performing Calculations1分钟
4 个阅读材料
Performing Calculations30分钟
Performing Calculations with Vectors45分钟
Relational and Logical Operators30分钟
Calculations by Group45分钟
1 个练习
Quiz 4: Exploratory Data Analysis1 小时 10 分

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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

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  • Yes. A free license is available to learners enrolled in the course. You must have a computer capable of running MATLAB. You can view the system requirements here.

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