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Hadoop Projects: Analyze Big Data with Hive & Pig · LearnSpace
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Hadoop Projects: Analyze Big Data with Hive & Pig

Курс от EDUCBA
Уровень не указан≈ 11.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Build practical skills in Hadoop, HDFS, Hive, Pig, MapReduce, and Sqoop by completing four real-world Big Data projects. You’ll analyze customer complaints, health surveys, traffic violations, and loan datasets while learning how to import, organize, transform, process, and export large-scale data. Beginning with customer complaint analysis, you’ll build Hive-based workflows, configure driver and JAR files, run MapReduce programs, and identify geographic patterns. You’ll then manage health survey data in HDFS and transfer datasets between Hadoop and relational databases. A traffic violation project will strengthen your ability to use Sqoop, execute MapReduce jobs, and extract results for reporting. Finally, you’ll prepare loan data, calculate average risk, and compare risk across loan types, categories, and locations using Pig and MapReduce. Designed for learners seeking hands-on Hadoop and Big Data analytics experience, this course combines four complete case studies with step-by-step implementation. By the end, you’ll be able to build custom MapReduce logic, integrate Pig and Hive for advanced analysis, optimize sorting, filtering, and aggregation, and manage data exchange between RDBMS and Hadoop systems. Enroll to develop practical experience applying Hadoop workflows to structured, real-world datasets.

Навыки, которые вы освоите

Apache HadoopApache HiveBig DataData Import/ExportData TransformationDistributed ComputingData IntegrationAnalysisCustomer AnalysisPerformance TuningDatabase ManagementData ManipulationData ProcessingExtract, Transform, LoadData AnalysisDesignSQL

Программа курса

5 модулей · 65 учебных материалов

01Getting Started with Hadoop Projects13 материалов

Exploring Customer Complaint Analysis

Introduction to Customer Complaint Project in Big DataВидеоComplaint Filed Under Each FileВидеоExploring Customer Complaint AnalysisЗадание

Building and Running Hive-Based Programs

Creating Driver Files and Jar ManifestВидео

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EDUCBA

Преподаватель курса

Hadoop Projects: Analyze Big Data with Hive & Pig
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Обучение на Coursera

≈ 11.9 ч

5 модулей

Язык: Английский

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

Часть программы вашего университета
Creating Driver Files and Jar Manifest ContinuesВидео
Building and Running Hive-Based ProgramsЗадание

Location-Based Complaint Insights

Complaint Filed from Particular LocationВидеоUser Defined LocationВидеоList of Complaint Grouped By LocationВидеоLocation-Based Complaint InsightsЗаданиеInterpreting Customer Complaints through Big Data InsightsDIALOGUEGetting Started with Hadoop ProjectsЗаданиеImproving Customer Complaint Analysis with Hive and MapReduceDIALOGUE
02Managing Health Survey Data using HDFS11 материалов

Introduction to Health Data Management

Introduction to Health AnalysisВидеоShow Rows Data From Health Data TableВидеоIntroduction to Health Data ManagementЗадание

Handling Data in HDFS

Adding New Data in Health Data TableВидеоGet Data From HDFS Database from SQL DatabaseВидеоGetting Data in New HDFS Directory from SQLВидеоHandling Data in HDFSЗадание

Exporting and Analyzing Health Information

Export Data Table From HDFS to SQLВидеоGet Details of City Population in Health DatasetВидеоExporting and Analyzing Health InformationЗаданиеManaging Health Survey Data using HDFSЗадание
03Traffic Violation Data Analysis13 материалов

Setting Up Traffic Violation Project

Introduction to Traffic Violation AnalysisВидеоIntroduction to Traffic Violation Analysis ContinuesВидеоSetting Up Traffic Violation ProjectЗадание

Data Transfer between SQL and HDFS

Get Table From SQL to HDFS DirectoryВидеоOutput of Table From SQL to HDFS DirectoryВидеоList Databases and Tables of SQl in HDFSВидеоData Transfer between SQL and HDFSЗадание

Executing Jobs and Extracting Results

Create and Execute jobs in Traffic ViolationВидеоImport Data for Personal Injuries from SQLВидеоGet Data For State MarylandВидеоExtract Data of Traffic Violation from HDFS to My SQLВидеоExecuting Jobs and Extracting ResultsЗаданиеTraffic Violation Data AnalysisЗадание
04Loan Dataset Analysis using Pig and MapReduce14 материалов

Understanding and Preparing Loan Data

Introduction to Analyze the Loan Data SetВидеоIntroduction to Analyze the Loan Data Set ContinuesВидеоUnderstanding and Preparing Loan DataЗадание

Coding and Computing Average Risk

Overall Average RiskВидеоCoding Average RiskВидеоCoding Average Risk ContinuesВидеоMore on Average RiskВидеоCoding and Computing Average RiskЗадание

Analyzing Risk by Loan Type and Location

Average Risk Per LocationВидеоAverage Risk per Loan TypeВидеоCalculate Average Risk Per CategoryВидеоCalculate Average Risk Per category ContinuesВидеоAnalyzing Risk by Loan Type and LocationЗаданиеLoan Dataset Analysis using Pig and MapReduceЗадание
05Advanced Hadoop Integrations and Analysis14 материалов

Implementing Custom MapReduce Logic

Comparable Interface in MapReduceВидеоImplementation and Execution MapReduceВидеоImplementing Custom MapReduce LogicЗадание

Advanced Analysis with Pig and Hive

Average Risk Per Category in PIGВидеоAverage Risk Per Category and Location in PIGВидеоAverage Risk Per Category and Location in PIG ContinuesВидеоAverage Risk Per Category in HiveВидеоAdvanced Analysis with Pig and HiveЗадание

Integrating Sqoop and RDBMS with Hadoop

Analysis Bank Loan Dataset in HIVEВидеоAnalysis Bank Loan Dataset in HIVE ContinuesВидеоUnderstand of Sqoop and Get RDBMS Data in HDFSВидеоIntegrating Sqoop and RDBMS with HadoopЗаданиеAdvanced Hadoop Integrations and AnalysisЗаданиеLeading a Multi-Dataset Hadoop Analysis InitiativeDIALOGUE