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Exploratory Data Analysis and Visualization · LearnSpace
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Exploratory Data Analysis and Visualization

Курс от Microsoft
Начальный≈ 28.1 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Discover the power of data visualization and analysis in this beginner-friendly course. Learn how to turn raw data into meaningful insights using R's visualization tools and Microsoft's development environment. Through hands-on practice, you'll learn to create engaging visualizations and understand basic statistical patterns, all while using AI assistance to enhance your learning. Learn to explore datasets, identify patterns, and communicate insights using ggplot2, Plotly, and R Markdown. Practice univariate, bivariate, and multivariate analysis. Discover the power of data visualization and analysis in this beginner-friendly course. Learn how to turn raw data into meaningful insights using R's visualization tools and Microsoft's development environment. Through hands-on practice, you'll learn to create engaging visualizations and understand basic statistical patterns, all while using AI assistance to enhance your learning.

Навыки, которые вы освоите

Scatter PlotsData StorytellingTidyverse (R Package)Descriptive StatisticsData WranglingData PreprocessingData CleansingPlot (Graphics)Data ManipulationData VisualizationData ScienceData PresentationHistogram

Программа курса

5 модулей · 80 учебных материалов

01Introduction to Exploratory Data Analysis (EDA)24 материалов

Introduction to the Course

Introduction to the Exploratory Data Analysis and Visualization CourseВидеоCourse SyllabusЧтениеCreating Your GitHub Folder for This Course ЧтениеUsing R in your Visual Studio Code Lab Чтение

Учитесь у экспертов

Microsoft

Преподаватель курса

Exploratory Data Analysis and Visualization
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 28.1 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Индонезийский, Испанский, Дари, Японский, Казахский

Часть программы вашего университета
Connecting Copilot in your Visual Studio Code LabsЧтение
Setting Up VS Code to View Your PlotsЧтение

Understanding EDA

Why EDA Matters: Real-world ApplicationsВидеоFundamentals of Exploratory Data AnalysisЧтениеExploring EDA with Statistics and Visualizations ЧтениеHands-on EDA WalkthroughВидеоFirst Steps in EDA: Hospital Patient Data AnalysisЛабораторнаяDesigning Your EDA StrategyDIALOGUEEDA Fundamentals AssessmentЗадание

Data Preprocessing for EDA

The Importance of Clean DataЧтениеHandling Missing and Invalid Values Using TidyverseЧтениеStandardizing Categories and Normalizing Values Using TidyverseЧтениеCreating and Categorizing New Features Using TidyverseЧтениеData Cleaning in ActionВидеоWorking with Dates Using as.Date() ЧтениеUngraded Lab: Healthcare Data Preprocessing PracticeЛабораторнаяUngraded Lab: Advanced Data Cleaning TechniquesЛабораторнаяReview Data Preprocessing for EDADIALOGUEData Preprocessing AssessmentЗаданиеModule OverviewЧтение
02Univariate and Bivariate Analysis14 материалов

Univariate Analysis

The Power of Single Variable AnalysisВидеоUnderstanding Variable DistributionsЧтениеCreating Effective Univariate VisualizationsВидеоUngraded Labs: Exploring Individual Variables in Healthcare DataЛабораторнаяUngraded Lab: Advanced Univariate Analysis TechniquesЛабораторнаяFrom Single Variables to RelationshipsDIALOGUEUnivariate Analysis AssessmentЗадание

Bivariate Analysis

Correlation and Association TechniquesЧтениеUnderstanding Variable RelationshipsВидео Visualizing Variable RelationshipsВидео Ungraded Lab: Patient Satisfaction AnalysisЛабораторнаяUngraded Lab: Advanced Relationship AnalysisЛабораторнаяBivariate Analysis AssessmentЗадание
03Multivariate Analysis and Dimensionality Reduction16 материалов

Multivariate Analysis

Introduction to Complex Data RelationshipsВидеоAdvanced Visualization TechniquesЧтениеMultivariate Analysis in PracticeВидеоUngraded Lab: Employee Healthcare AnalysisЛабораторнаяUngraded Lab: Complex Pattern RecognitionЛабораторнаяNavigating Complex Data RelationshipsDIALOGUEMultivariate Analysis AssessmentЗадание

Dimensionality Reduction

When and Why to Use PCA ЧтениеPCA and Data TransformationЧтениеUnderstanding Dimensionality ReductionВидеоImplementing PCA in RВидеоUngraded Lab: Dimensionality Reduction PracticeЛабораторнаяUngraded Lab: Advanced PCA ApplicationsЛабораторная
04Advanced Visualization and Reporting16 материалов

Interactive Visualizations

Power of Interactive Data VisualizationВидеоInteractive Visualization TechniquesЧтениеAdvanced Interactivity and Workflow SupportЧтениеCreating Interactive VisualizationsВидеоUngraded Lab: Interactive Website Traffic DashboardЛабораторнаяUngraded Lab: Advanced Interactive VisualizationsЛабораторнаяInteractive Visualization AssessmentЗадание

Visualization Best Practices and Reporting

Best Practices in Data VisualizationЧтениеCreating Reproducible Reports with R Markdown ЧтениеPrinciples of Effective Data CommunicationВидеоCreating Professional ReportsВидеоUngraded Lab: Building Publication-Quality ReportsЛабораторнаяUngraded Lab: Advanced Reporting TechniquesЛабораторная
05Final Project10 материалов

Comprehensive EDA on a Real-World Dataset

Project OverviewЧтениеSample Project 1Лабораторная Sample Project #1 ImplementationВидеоSample Project 2ЛабораторнаяFinal Project: Exploring and Visualizing Patient Data Программирование[Solution Reference] Final ProjectЧтение

Module Conclusion

Hands-on Activity: Presenting an Interactive EDA Report to a Senior AnalystDIALOGUEModule OverviewЧтениеBuilding on What You’ve LearnedDIALOGUE

Course Conclusion

Course Overview and Next StepsЧтение
Module OverviewЧтение
Making Sense of Dimensional ReductionDIALOGUE
Dimensionality Reduction AssessmentЗадание
Module OverviewЧтение
Crafting Effective Data StoriesDIALOGUE
Visualization and Reporting AssessmentЗадание
Module OverviewЧтение