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Big Data Analytics

Курс от O.P. Jindal Global University
Начальный≈ 32.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Ready to turn massive, complex datasets into actionable business insights? This advanced Big Data Analytics course is designed for learners with basic SQL, Python programming, and experience using predictive tools who want to build practical skills for data-driven careers. Learn how to work with the technologies behind modern big data analytics, including Hadoop, HDFS, MapReduce, Hive, Pig, NoSQL, Apache Spark, and PySpark. Through hands-on exercises, you’ll analyze high-volume, high-velocity, and high-variety data, query distributed datasets, and understand how to choose the right technologies for real-world data challenges. Go beyond data processing with Spark Streaming and machine learning on Spark. Build regression and classification models with MLlib, explore sentiment analysis, and work with streaming data in an end-to-end predictive analytics application. You’ll also gain exposure to running Hadoop and Spark on the cloud using Google Cloud Dataproc. By the end of the course, you’ll be able to work with distributed data, develop big data applications, and draw analytical insights from large-scale datasets—building valuable skills for a career in big data analytics and business analysis.

Навыки, которые вы освоите

Big DataNoSQLApache HadoopApache SparkApache HiveData MiningData ProcessingCloud ComputingApplied Machine LearningDistributed ComputingScripting LanguagesData ManipulationCloud SolutionsDatabase SystemsCloud ApplicationsReal Time DataQuery Languages

Программа курса

11 модулей · 96 учебных материалов

01Introduction to Big Data and Hadoop   22 материалов

Introduction to Big Data and Hadoop Ecosystem 

Course IntroductionВидеоIntroduction to Big Data  ВидеоData Types and ApplicationsВидеоThe Need and Evolution of HadoopВидеоThe Hadoop Ecosystem

Учитесь у экспертов

Dr. Mohit Bhatnagar

Associate Professor

Big Data Analytics
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Обучение на Coursera

≈ 32.7 ч

11 модулей

Язык: Английский

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

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Видео
Hortonworks Data Platform Sandbox Installation (Desktop/Laptop)Видео
Hortonworks Data Platform Sandbox Installation (Google Cloud)Видео
Essential Reading: Introduction to Big DataЧтение
Recommended Reading: Introduction to Hadoop EcosystemЧтение
Introduction to Big Data and Hadoop EcosystemЗадание
Applications of Big Data AnalyticsОбсуждение

Hands-On with Hadoop  

The HDFS File SystemВидеоHands-On with HDFS on HDP Sandbox (Desktop/Laptop)ВидеоHands-On with HDFS on HDP Sandbox (Google Cloud)ВидеоDistributed Computing Using YARNВидеоIntroduction to MapReduce ВидеоHands-On with MapReduce Using Python ВидеоEssential Reading: Hands-On with HadoopЧтениеRecommended Reading: mrjob Python LibraryЧтениеHands-On with HadoopЗаданиеFrom Data to Distributed Insight: Understanding Hadoop’s Role in Big Data ProcessingDIALOGUEScaling Insights at StreamScale: Designing a Big Data Processing StrategyDIALOGUE
02Weekly Summative Assessment: Introduction to Big Data and Hadoop1 материалов

Week 1 Graded Quiz: Introduction to Big Data and Hadoop   

Graded Quiz: Introduction to Big Data and HadoopЗадание
03Introduction to Data Mining with Hive14 материалов

Introduction to Hive 

Recap of Basic ConceptsВидеоIntroduction to HiveВидеоHive Data TypesВидеоHQL Commands and UsesВидеоHiveQL Data Definition and ManipulationВидеоEssential Reading: Introduction to HiveЧтениеIntroduction to HiveЗаданиеIntroduction to HIVEОбсуждение

Hands-On with Hive 

Getting Started with HiveВидеоUsing the Hive View on AmbariВидеоPractice Example on HiveВидеоChallenge: Hands-OnВидеоHands-On with HiveЗаданиеEssential Reading: Hands-On with HiveЧтение
04Weekly Summative Assessment: Introduction to Data Mining with Hive 1 материалов

Week 2 Graded Quiz: Introduction to Data Mining with Hive 

Graded Quiz: Introduction to Data Mining with HiveЗадание
05The Pig Scripting Languages11 материалов

Introduction to Pig Language

Introduction to Pig LatinВидеоPig Data TypesВидеоPig Latin Commands and UsesВидеоPig Data Definition and ManipulationВидеоEssential Reading: Introduction to Pig LanguageЧтениеIntroduction to Pig LanguageЗадание

Hands-On with Pig

Running Pig View on AmbariВидеоExample on Pig ViewВидеоPractice Problem as a ChallengeВидеоRecommended Reading: Hands-On with PigЧтениеHands-On with PigЗадание
06NoSQL Databases and the CAP Theorem 13 материалов

Introduction to NoSQL Databases

Introduction to Data WarehousesВидеоNeed for NoSQL DatabasesВидеоCAP TheoremВидеоMaking a Choice of a DatabaseВидеоEssential Reading: Introduction to NoSQL DatabasesЧтениеIntroduction to NoSQL DatabasesЗадание

Hands-On with HBase 

Introduction to HBaseВидеоArchitecture of HbaseВидеоHBase data modelВидеоRunning and Setting Up Hbase on Ambari and Hands-On with HbaseВидеоRecommended Reading: Hands-On with HBaseЧтениеHands-On with HBaseЗаданиеArchitecture of HBaseОбсуждение
07Weekly Summative Assessment: NoSQL Databases and the CAP Theorem 1 материалов

Week 4 Graded Quiz: NoSQL Databases and the CAP Theorem 

Graded Quiz: NoSQL Databases and the CAP TheoremЗадание
08Introduction to Spark18 материалов

Introduction to the Building Blocks of Spark 

The Need for SparkВидеоSpark Background and ApplicationsВидеоThe Resilient Distributed Dataset (RDD)ВидеоHands-On with the PySpark Library in PythonВидеоWorking with Spark DataFrames and Spark SQLВидеоHands-On with Structured Queries on SparkВидеоEssential Reading: Introduction to SparkЧтениеRecommended Reading: Quick Start on SparkЧтениеIntroduction to the Building Blocks of SparkЗадание

Introduction to Spark Streaming 

Need for Processing Streaming DataВидеоIntroduction to Spark StreamingВидеоHands-On with DStream APIВидеоStructured StreamingВидеоHands-On with Structured StreamingВидеоEssential Reading: Introduction to Spark StreamingЧтение
09Weekly Summative Assessment: Introduction to Spark1 материалов

Week 5 Graded Quiz: Introduction to Spark  

Graded Quiz: Introduction to SparkЗадание
10Introduction to Machine Learning on Spark13 материалов

Machine Learning on Spark  

Introduction to MLlibВидеоRegression Algorithms in MllibВидеоSolving Classification Problems with MllibВидеоHands-On with Sentiment AnalysisВидеоEssential Reading: Introduction to ML on SparkЧтениеMachine Learning on SparkЗадание

Running Hadoop and Spark on Cloud  

Introduction to Google Cloud DataprocВидеоHands-On setting up a cluster on Google Dataproc ВидеоStreaming Data from Twitter API ВидеоHands-On with a Streaming Analytics ApplicationВидеоRecommended Reading: Dataproc Best Practices GuideЧтениеRecommended Reading: Twitter API v2Чтение
11Course Wrap-Up Video1 материалов

Course Wrap up video

Course Wrap-upВидео
Recommended Reading: Spark Structured StreamingЧтение
Introduction to Spark StreamingЗадание
Windowing in Structured StreamingОбсуждение
Running Hadoop and Spark on CloudЗадание