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Foundations for Big Data Analysis with SQL · LearnSpace
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Foundations for Big Data Analysis with SQL

Курс от Cloudera
Начальный≈ 11.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you'll get a big-picture view of using SQL for big data, starting with an overview of data, database systems, and the common querying language (SQL). Then you'll learn the characteristics of big data and SQL tools for working on big data platforms. You'll also install an exercise environment (virtual machine) to be used through the specialization courses, and you'll have an opportunity to do some initial exploration of databases and tables in that environment. By the end of the course, you will be able to • distinguish operational from analytic databases, and understand how these are applied in big data; • understand how database and table design provides structures for working with data; • appreciate how differences in volume and variety of data affects your choice of an appropriate database system; • recognize the features and benefits of SQL dialects designed to work with big data systems for storage and analysis; and • explore databases and tables in a big data platform. To use the hands-on environment for this course, you need to download and install a virtual machine and the software on which to run it. Before continuing, be sure that you have access to a computer that meets the following hardware and software requirements: • Windows, macOS, or Linux operating system (iPads and Android tablets will not work) • 64-bit operating system (32-bit operating systems will not work) • 8 GB RAM or more • 25GB free disk space or more • Intel VT-x or AMD-V virtualization support enabled (on Mac computers with Intel processors, this is always enabled; on Windows and Linux computers, you might need to enable it in the BIOS) • For Windows XP computers only: You must have an unzip utility such as 7-Zip or WinZip installed (Windows XP’s built-in unzip utility will not work)

Навыки, которые вы освоите

SQLRelational DatabasesBig DataUnstructured DataDatabase DesignData StorageQuery LanguagesDatabasesData ManagementDatabase Management SystemsOperational DatabasesData AnalysisVirtual MachinesDatabase SystemsNoSQLData Warehousing

Программа курса

5 модулей · 79 учебных материалов

01Data and Databases17 материалов

Introduction

Welcome to the SpecializationВидеоWelcome to the Course and Week 1ВидеоHardware Requirements for the Exercise EnvironmentЧтение

Organizing Data

What Is Data?Видео

Учитесь у экспертов

Glynn Durham

Senior Instructor

Foundations for Big Data Analysis with SQL
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Обучение на Coursera

≈ 11.9 ч

5 модулей

Язык: Английский

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

Часть программы вашего университета
Analog or Digital DataОбсуждение
Why Organize Data?Видео
Data Extraction from Digital ImagesЧтение

Working with Database Systems

What Does a DBMS Do?ВидеоRelational Databases and SQLВидеоThree Notes about SQLЧтениеThe Success of RDBMSs and SQLВидеоReferencesЧтение

Operational and Analytic Databases

Operational and Analytic DatabasesВидеоComparing Operational and Analytic DBs: SELECT StatementsВидеоComparing Operational and Analytic DBs: DML ActivityВидеоOperational and Analytic Databases: Further ComparisonsВидеоData and DatabasesЗадание
02Relational Databases and SQL20 материалов

Introduction to Week 2

Welcome to Week 2Видео

Table and Column Design

Introducing Table SchemasВидеоNULL ValuesВидеоData TypesВидео

Relational Database Design

Primary KeysВидеоForeign KeysВидеоTwo Strategies for Database DesignВидеоDatabase NormalizationВидеоDenormalizationВидеоDifferencesВидеоTrade-offsВидеоLet There Be Third Normal FormЧтениеRelational DatabasesОбсуждение

Database Transactions

Database TransactionsВидеоACIDВидеоSELECT Statements in TransactionsЧтениеEnforcing Business Rules: Constraints and TriggersВидеоBusiness Rules and ACID for Analytics?ВидеоDatabase IndexesЧтениеRelational Databases
03Big Data15 материалов

Introduction to Week 3

Welcome to Week 3 and the Three Vs of Big DataВидео

Volume

How Big Is Big Data?ВидеоDistributed StorageВидеоDistributed ProcessingВидео

Variety (and Velocity)

Structured DataВидеоUnstructured DataВидеоSemi-Structured DataВидеоWhat about Velocity?ЧтениеBig DataОбсуждение

Big Data Systems: How do they differ from traditional systems?

Strengths of Traditional RDBMSsВидеоLimitations of Traditional RDBMSsВидео

How Structure Affects What You Can Do

SQL and Structured DataВидеоSQL and Semi-structured DataВидеоSQL and Unstructured DataВидеоBig DataЗадание
04SQL Tools for Big Data Analysis15 материалов

Introduction to Week 4

Welcome to Week 4ВидеоOpen Source and ApacheЧтение

Big Databases, Big Data Stores, and SQL

Big Data Analytic Databases (Data Warehouses)ВидеоNoSQL: Operational, Unstructured and Semi-structuredВидеоNon-transactional, Structured SystemsВидеоBig Data ACID-Compliant RDBMSsВидеоSearch EnginesВидео

Features of SQL for Big Data Analysis

ChallengesВидеоWhat We KeepВидеоWhat We Give UpВидеоWhat We AddВидеоQuestions?Обсуждение

Different Big Data Stores

Where to Store Big DataВидеоCoupling of Data and MetadataВидеоSQL Tools for Big Data AnalysisЗадание
05Introduction to the Hands-On Environment12 материалов

Introduction to Week 5

Welcome to Week 5ВидеоInstructions for Downloading and Installing the Exercise EnvironmentЧтениеTroubleshooting the VMЧтение

Operation of Apache Hive and Apache Impala

Apache HiveВидеоApache ImpalaВидео

Exploring Databases and Tables with Hue

Exploring Structured Data in HueВидеоDatabase OverviewВзаимная проверкаGet Excited!Обсуждение

Cloudera Certified Associate Data Analyst Certification

Welcome to the Honors TrackВидеоPreparation for the QuizЧтениеCloudera Certified Associate Data Analyst CertificationЗаданиеHonors Track ConclusionВидео
Задание