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Visualization for Data Analysis with Power BI · LearnSpace
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Visualization for Data Analysis with Power BI

Курс от Microsoft
Начальный≈ 22.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course provides in-depth knowledge of analytical techniques and effective data visualization using Power BI. By the end of this course, you will be able to: - Explain different analysis methods (correlation, time series, cluster, etc.) and their appropriate use. - Analyze data through visualizations in Power BI using different analysis methodologies - Leverage AI to explore data and gain insights. Here is a breakdown of what you'll cover: You will begin with statistical analysis fundamentals, master correlation, and exploratory data analysis, and understand business problems. As the course progresses, you will explore advanced topics like cluster analysis, cohort analysis, and geospatial data visualization. Additionally, you will learn about business intelligence concepts, including building time intelligence functions, conducting time series analysis, and leveraging AI-driven tools like key influencers and decomposition trees. With a strong emphasis on practical application, the course culminates in a hands-on final project, allowing you to synthesize your skills in a real-world scenario, making data-driven decision-making clear and impactful. This program is for anyone interested in data analytics and visualization; there are no prerequisites. To get the most out of the learning experience, it is recommended to follow the courses in sequence, as each one builds on the skills and knowledge gained in the previous ones. Before starting this course, you should be proficient in building data models, maintaining relationships in Power BI, and writing DAX expressions to enhance analysis. You should also understand the ethical implications of handling data. This knowledge will be essential as you learn advanced data analysis techniques and explore data through Power BI's visualizations, supported by AI-driven insights.

Навыки, которые вы освоите

Data Analysis Expressions (DAX)Power BICorrelation AnalysisRoot Cause AnalysisData AnalysisData Visualization SoftwareBusiness IntelligenceTime Series Analysis and ForecastingData EthicsTrend AnalysisScatter PlotsForecastingExploratory Data AnalysisAdvanced AnalyticsAnalytical SkillsStatistical AnalysisAnalyticsSpatial Data AnalysisData-Driven Decision-Making

Программа курса

4 модулей · 103 учебных материалов

01Statistical analysis fundamentals39 материалов

Course introduction

Course introductionВидеоHow to be successful in this courseЧтениеCourse navigation: Enhanced image viewingЧтениеCourse navigation: Locating downloaded filesЧтение

Учитесь у экспертов

Microsoft

Преподаватель курса

Visualization for Data Analysis with Power BI
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 22.8 ч

4 модулей

Язык: Английский

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

Часть программы вашего университета
Activity: Setting up Microsoft 365Чтение
Activity: Setting up your Power BI environmentЧтение
Activity: Updating a data source pathЧтение
Course syllabusЧтение

Introduction to statistical analysis

Introduction to statisticsВидеоData types in statisticsВидеоDescriptive statisticsЧтениеStatistical analysisВидеоDescriptive analysis in Power BIВидеоDAX cheat sheet for statisticsЧтениеActivity: Conducting a descriptive analysisЗаданиеExemplar: Conducting a descriptive analysisЧтениеKnowledge check: Introduction to statistical analysisЗадание

Understanding business problems

Business contextВидеоRoot cause analysisВидеоTypes of business problemsЧтениеActivity: Identify the contextЗаданиеExemplar: Identify the contextЧтениеKnowledge check: Understanding business problemsЗадание

Exploratory data analysis

Statistical summaryВидеоDistributionsВидеоGroups and binsВидеоActivity: Conducting an exploratory analysisЗаданиеExemplar: Conducting an exploratory analysisЧтениеKnowledge check: Exploratory data analysisЗадание

Correlation analysis

Correlation coefficientВидеоCorrelation in business contextsЧтениеUsing DAX to find correlationВидеоCorrelation DAX cheat sheetЧтениеActivity: Conducting a correlation analysisЗаданиеExemplar: Conducting a correlation analysisЧтениеKnowledge check: Correlation analysisЗадание

Module wrap up

Module summary: Statistical analysis fundamentalsВидеоModule quiz: Statistical analysis fundamentalsЗаданиеAdditional resources: Statistical analysis fundamentalsЧтение
02Advanced statistical analysis24 материалов

Cluster analysis

Introduction to cluster analysisВидеоOutliers and anomaliesЧтениеScatter chartsВидеоClustering techniquesВидеоActivity: Conduct a cluster analysisЗаданиеExemplar: Conduct a cluster analysisЧтениеKnowledge check: Cluster analysisЗадание

Cohort analysis

Introduction to cohortsВидеоCreating a cohort measureВидеоCohort DAX cheat sheetЧтениеActivity: Conduct a cohort analysisЗаданиеExemplar: Conduct a cohort analysisЧтениеKnowledge check: Cohort analysisЗадание

Geospatial data analysis

Geospatial dataВидеоPreparing geospatial data for Power BIЧтениеFilled mapsВидеоShape maps (preview)ВидеоAzure mapsЧтениеActivity: Visualizing data by geographical locationЗаданиеExemplar: Visualizing data by geographical location

Module wrap up

Module summary: Advanced statistical analysisВидеоModule quiz: Advanced statistical analysisЗаданиеAdditional resources: Advanced statistical analysisЧтение
03Business intelligence through statistical analysis32 материалов

Building time intelligence functions

The importance of time intelligenceВидеоSetting up a common date table using DAXЧтениеTime range DAX functionsВидеоUsing DAX for summarization over timeВидеоUsing DAX for comparison over timeВидеоAdditional time intelligence functionsЧтениеTime intelligence functions cheat sheetЧтениеActivity: Using time intelligence to compare to previous yearЗаданиеExemplar: Using time intelligence to compare to previous yearЧтениеKnowledge check: Building time intelligence functionsЗадание

Time series analysis

Time series analysisВидеоMicrosoft AppSourceЧтениеConducting a time series analysisВидеоForecastingВидеоActivity: Forecasting salesЗаданиеExemplar: Forecasting salesЧтениеKnowledge check: Time series analysis

Key influencers and decomposition trees

Key influencersВидеоDecomposition treesВидеоActivity: Root cause analysisЗаданиеExemplar: Root cause analysisЧтениеKnowledge check: Key influencers and decomposition treesЗадание

AI-driven data analysis

Q&A visualizationВидеоNavigating Microsoft Fabric subscriptionsЧтениеEnhance Q&A with Copilot for Power BIЧтениеSentiment analysis with AIВидеоActivity: Conduct analysis using Q&A visualЗаданиеExemplar: Conduct analysis using Q&A visualЧтение

Module wrap up

Module summary: Business intelligence through statistical analysisВидеоModule quiz: Business intelligence through statistical analysisЗаданиеAdditional resources: Business intelligence through statistical analysisЧтение
04Final project and assessment: Visualization for Data Analysis with Power BI8 материалов

Introduction to the final project

About the final project and assessmentЧтениеFinal project: Opportunity analysis in Power BIЧтениеSelf-review: Opportunity analysis in Power BIЗаданиеExemplar: Opportunity analysis in Power BIPLUGIN

Next steps

Course recap: Visualization for Data Analysis with Power BIВидеоCourse quiz: Visualization for Data Analysis with Power BIЗаданиеShowcase your skillsЧтениеCoursera communityЧтение
Чтение
Knowledge check: Geospatial data analysisЗадание
Задание
Knowledge check: AI-driven data analysisЗадание