К содержимому
learnspaceYOUR NEXT CHAPTER
ПРОСТРАНСТВО ОБУЧЕНИЯ
ГлавнаяКаталог курсовМоё обучениеCoursera

Знания без границ

Учитесь у лучших университетов и компаний мира.

Открыть Coursera
Интеграция
Пространство университета
Моё пространствоСтраница курса
↵
ЯЛичный кабинетСтудент
© 2026 LearnSpaceКаждый день — возможность узнать больше.Помощь
Exploratory Data Analysis with MATLAB · LearnSpace
Назад в каталог
courseraАнализ данных

Exploratory Data Analysis with MATLAB

Курс от MathWorks
Начальный≈ 17 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will learn to think like a data scientist and ask questions of your data. You will use interactive features in MATLAB to extract subsets of data and to compute statistics on groups of related data. You will learn to use MATLAB to automatically generate code so you can learn syntax as you explore. You will also use interactive documents, called live scripts, to capture the steps of your analysis, communicate the results, and provide interactive controls allowing others to experiment by selecting groups of data. These skills are valuable for those who have domain knowledge and some exposure to computational tools, but no programming background is required. To be successful in this course, you should have some knowledge of basic statistics (e.g., histograms, averages, standard deviation, curve fitting, interpolation). By the end of this course, you will be able to load data into MATLAB, prepare it for analysis, visualize it, perform basic computations, and communicate your results to others. In your last assignment, you will combine these skills to assess damages following a severe weather event and communicate a polished recommendation based on your analysis of the data. You will be able to visualize the location of these events on a geographic map and create sliding controls allowing you to quickly visualize how a phenomenon changes over time.

Навыки, которые вы освоите

MatlabExploratory Data AnalysisData Import/ExportData AnalysisData Visualization SoftwareData ScienceStatistical MethodsData WranglingData VisualizationData ProcessingScientific VisualizationStatistical VisualizationTechnical CommunicationData LiteracyStatistical ReportingStatistical AnalysisData PresentationPlot (Graphics)Interactive Data VisualizationData Cleansing

Программа курса

5 модулей · 74 учебных материалов

01Introduction to the Data Science Workflow18 материалов

Welcome to the Course

Practical Data Science with MATLABВидеоOverview of Exploratory Data Analysis with MATLABВидеоInstructor IntroductionВидеоTell us why you're hereЗадание

Data Science and MATLAB

Учитесь у экспертов

Erin Byrne

Principal Course Developer

Michael Reardon

Senior Online Content Developer

Maria Gavilan-Alfonso

Senior Online Content Developer

Brandon Armstrong

Manager Online Courses

Nikola Trica

Principal Online Course Developer

Cris LaPierre

Senior Online Course Developer

Adam Filion

Senior Product Manager

Heather Gorr

Senior Product Manager

Exploratory Data Analysis with MATLAB
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 17 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Вьетнамский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
Why Do We Need Data Science?Видео
MATLAB as a Data Science ToolВидео

Setting Up Your MATLAB Environment

Access MATLABЧтениеGetting Started with MATLABВидеоData and Code FilesЧтениеIntroduction to Storm Events DataЧтение

Thinking Like a Data Scientist

How to ask Good Questions of Your DataВидеоInteractive Data ExplorationВидеоUse a Live Script: Explore 2013 Tornado EventsЧтение

The Data Science Workflow

Overview of the Data Science WorkflowВидеоThe Workflow in PracticeВидеоWhat do you want to do with MATLAB?ОбсуждениеSummary of Module 1: The Data Science WorkflowВидеоQuiz 1: Introduction to Data ScienceЗадание
02Importing Data12 материалов

How is Data Stored?

Introduction to Module 2: Importing DataВидеоHow Data is storedВидеоHow MATLAB Represents DataВидео

How to Use the Import Tool

How to Use the Import ToolВидеоMATLAB Data TypesВидеоOverview of MATLAB Data TypesЧтениеWhat does your data look like?Обсуждение

Automating the Import Process

Why Automate the Import Process?ВидеоGenerating and Reusing CodeВидеоSummary of Module 2: Importing DataВидеоPractice QuizЗаданиеQuiz 2: Importing DataЗадание
03Visualizing and Filtering Data9 материалов

Visualizing Data

Introduction to Module 3: Visualizing and Filtering DataВидеоPlotting Data Contained in TablesВидеоChoosing VisualizationsОбсуждение

Selecting Data

Selecting Data from TablesВидеоPractice Selecting DataЗадание

Creating New Variables in a Table

Accessing and Creating Table VariablesВидеоPractice QuestionsЗаданиеSummary of Module 3: Visualizing and Filtering DataВидеоQuiz 3: Visualizing and Accessing Data in TablesЗадание
04Performing Calculations26 материалов

Computations with MATLAB

Introduction to Module 4: Performing Calculations:ВидеоBasic Mathematical OperationsВидеоUsing VectorsВидеоPolynomial CreationВнешний инструментPerforming CalculationsЧтениеBody Mass IndexВнешний инструментUsing FunctionsВидеоNormal Probability Density FunctionВнешний инструментPropeller Thrust ModelВнешний инструментPerforming Calculations with VectorsЧтение

Summary Statistics

Calculating Summary StatisticsВидеоThunderstorm Crop Damage DistributionВнешний инструментFlooding by LatitudeВнешний инструментThunderstorm Total DamageВнешний инструментCorrelations Between VariablesВидеоAutomobiles from the 70's and 80'sВнешний инструмент

Selecting Data

Accessing Subsets of DataВидеоRelational and Logical OperatorsЧтение

Calculations by Group

Introduction to Categorical DataВидеоPerforming Group CalculationsВидеоLightning Strikes with Recorded DamageВнешний инструментCalculations by GroupЧтениеThunderstorm SummaryВнешний инструментVisualizing ResultsВидео
05Documenting Your Work9 материалов

Create a Live Script

Documenting Your WorkВидеоCreating a Live ScriptВидеоCreate a Live ScriptЧтение

Making Scripts Interactive

Adding Interactive Controls to a Live ScriptВидеоPractice Communicating Your Data and Telling a StoryЗадание

Final Project

Introduction to the Final ProjectЧтениеProject: Analyzing the Impact of Hurricane HarveyЗаданиеComplete the Course SurveyPLUGINSummary of Exploratory Data Analysis with MATLABВидео
Summary of Module 4: Performing CalculationsВидео
Quiz 4: Exploratory Data AnalysisЗадание