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Data Processing, Exploratory Analysis and Visualization · LearnSpace
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Data Processing, Exploratory Analysis and Visualization

Курс от Microsoft
Средний≈ 32.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course introduces distributed computing frameworks and big data visualization techniques. Learners will explore MapReduce, work with Apache Spark, implement transformations with PySpark, and use Spark SQL for large-scale analysis. The course concludes with building compelling dashboards and reports using Power BI for actionable business insights. By the end of this course, you will be able to: - Explain distributed computing and MapReduce concepts - Process large datasets using Apache Spark and PySpark - Apply Spark SQL for advanced queries and transformations - Create dashboards and visualizations using Power BI Tools & Software: Apache Spark, PySpark, Azure Databricks, Power BI Skills: Distributed computing, Data analysis, PySpark, Spark SQL, Data visualization

Навыки, которые вы освоите

Interactive Data VisualizationDashboard Creation

Программа курса

5 модулей · 109 учебных материалов

01Distributed Computing and MapReduce Concepts20 материалов

Distributed Computing Fundamentals

The Scale Challenge in Modern ComputingВидеоDistributed Computing Principles for Big DataЧтениеVisualizing Distributed Processing WorkflowsВидеоAnalyzing Distributed Processing RequirementsDIALOGUE

Учитесь у экспертов

Microsoft

Преподаватель курса

Data Processing, Exploratory Analysis and Visualization
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Обучение на Coursera

≈ 32.9 ч

5 модулей

Язык: Английский

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

Часть программы вашего университета
Distributed Computing AnalysisЗадание
Distributed Computing Concepts AssessmentЗадание

MapReduce Programming Model

Simplifying Complex Problems with MapReduceВидеоMapReduce Programming Model Deep DiveЧтениеTracing MapReduce Execution FlowВидеоMapReduce Algorithm DesignЗаданиеDesigning MapReduce SolutionsDIALOGUEMapReduce Execution TracingЗаданиеMapReduce Programming Model AssessmentЗадание

MapReduce Use Cases and Patterns

MapReduce Patterns in Production SystemsВидеоEssential MapReduce Patterns and AlgorithmsЧтениеImplementing MapReduce PatternsВидеоMapReduce Solution DesignЗаданиеPattern Selection for Big Data ProblemsDIALOGUEMapReduce Patterns and Applications AssessmentЗаданиеDistributed Computing and MapReduce Mastery Graded QuizЗадание
02Apache Spark Architecture and Fundamentals22 материалов

Apache Spark Architecture Overview

Spark's Revolution in Big Data ProcessingВидеоApache Spark Architecture Deep DiveЧтениеSpark Cluster Setup and Configuration – Part 1ВидеоSpark Cluster Setup and Configuration – Part 2ВидеоOptimizing Spark Architecture for Your WorkloadsDIALOGUESpark Environment SetupЗаданиеSpark Architecture Components AssessmentЗадание

Spark Execution Model

Inside Spark's Intelligent Execution EngineВидеоSpark Execution Model and OptimizationЧтениеAnalyzing Spark Execution PlansВидеоSpark Job AnalysisЗаданиеQuery Design and Performance OptimizationDIALOGUESpark Execution AnalysisЗадание

RDD Fundamentals

The Foundation of Spark's PowerВидеоRDD Programming Model and OperationsЧтениеHands-on RDD ProgrammingВидеоRDD Operations and LineageЗаданиеRDD vs DataFrame Decision-MakingDIALOGUERDD Programming PracticeЗаданиеRDD Programming Concepts Assessment
03Data Processing with PySpark RDDs and DataFrames22 материалов

PySpark Fundamentals

Python Meets Big Data with PySparkВидеоPySpark Development Environment and Best PracticesЧтениеPySpark Development WorkflowВидеоPySpark Environment SetupЗаданиеPySpark Development Best PracticesDIALOGUEPySpark Development EnvironmentЗаданиеPySpark Development Fundamentals AssessmentЗадание

Working with PySpark DataFrames

DataFrames: Structured Big Data Made SimpleВидеоPySpark DataFrame Programming GuideЧтениеDataFrame Operations and Schema ManagementВидеоDataFrame Schema and OperationsЗаданиеDataFrame Design and OptimizationDIALOGUEDataFrame Data Cleaning PipelineЗадание

Advanced PySpark Transformations

Advanced Analytics with PySpark TransformationsВидеоAdvanced PySpark DataFrame OperationsЧтениеBuilding Complex Transformation PipelinesВидеоAdvanced Transformation PatternsЗаданиеPipeline Architecture and PerformanceDIALOGUEComplex Analytics PipelineЗадание
04Advanced Data Processing with Spark SQL22 материалов

Introduction to Spark SQL

SQL at Scale with Spark SQLВидеоSpark SQL Architecture and Programming ModelЧтениеSpark SQL Environment and Basic QueriesВидеоSpark SQL Views and QueriesЗаданиеSQL to DataFrame Integration StrategyDIALOGUESpark SQL Environment SetupЗаданиеSpark SQL Fundamentals AssessmentЗадание

Advanced Spark SQL Operations

Enterprise Analytics with Advanced Spark SQLВидеоAdvanced Spark SQL Operations and OptimizationЧтениеImplementing Complex Analytical QueriesВидеоComplex SQL Query DevelopmentЗаданиеQuery Design and Performance OptimizationDIALOGUEAdvanced Analytics PipelineЗадание

Spark SQL Performance Optimization

Optimizing Spark SQL for Production PerformanceВидеоSpark SQL Performance Tuning and OptimizationЧтениеQuery Performance Analysis and TuningВидеоQuery Optimization PracticeЗаданиеProduction Query Optimization StrategyDIALOGUEComprehensive Performance OptimizationЗадание
05Data Visualization for Big Data with Power BI23 материалов

Connecting Power BI to Big Data Sources

Bridging Big Data and Business IntelligenceВидеоPower BI Big Data Connectivity GuideЧтениеBig Data Source ConfigurationВидеоPower BI Connection ScriptsЗаданиеData Source Strategy and ArchitectureDIALOGUEPower BI Big Data ConnectionsЗаданиеBig Data Connectivity AssessmentЗадание

Creating Effective Visualizations

The Art of Big Data StorytellingВидеоBig Data Visualization Design PrinciplesЧтениеBuilding Effective Big Data VisualizationsВидеоDAX Calculations for Big DataЗаданиеVisualization Design Decision FrameworkDIALOGUEBig Data Visualization SuiteЗадание

Building Interactive Dashboards

Interactive Analytics at Enterprise ScaleВидеоInteractive Dashboard Design for Big DataЧтениеAdvanced Dashboard Development - Part 1ВидеоAdvanced Dashboard Development - Part 2ВидеоAdvanced Dashboard InteractionsЗаданиеDashboard User Experience StrategyDIALOGUE
Spark Execution Optimization AssessmentЗадание
Задание
Apache Spark Fundamentals Mastery Graded QuizЗадание
DataFrame Operations and Schema AssessmentЗадание
Advanced Transformation Techniques AssessmentЗадание
PySpark Data Processing Mastery Graded QuizЗадание
Advanced SQL Operations AssessmentЗадание
Query Optimization Techniques AssessmentЗадание
Spark SQL Advanced Processing Mastery Graded Quiz Задание
Visualization Design Principles AssessmentЗадание
Interactive Dashboard CreationЗадание
Interactive Dashboard Design AssessmentЗадание
Big Data Visualization Mastery Graded QuizЗадание