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Big Data Analysis Deep Dive · LearnSpace
Назад в каталог
courseraIT и технологии

Big Data Analysis Deep Dive

Курс от Alibaba Cloud Academy
Средний≈ 14.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

The job market for architects, engineers, and analytics professionals with Big Data expertise continues to increase. The Academy’s Big Data Career path focuses on the fundamental tools and techniques needed to pursue a career in Big Data. This course includes: data processing with python, writing and reading SQL queries, transmitting data with MaxCompute, analyzing data with Quick BI, using Hive, Hadoop, and spark on E-MapReduce, and how to visualize data with data dashboards. Work through our course material, learn different aspects of the Big Data field, and get certified as a Big Data Professional!

Навыки, которые вы освоите

Apache SparkSQLApache HadoopBusiness IntelligenceData Visualization SoftwareQuery LanguagesData ManipulationApache HiveData ProcessingDashboardData IntegrationBig DataData AnalysisDatabase ManagementDashboard Creation

Программа курса

12 модулей · 95 учебных материалов

01Python Structured Data Processing Quick Start6 материалов

Introduction to Python Pandas and business scenarios

Introduction to Python Pandas and business scenariosВидео

Loading data from different data types

Loading data from different data typesВидео

Problems of the raw data

Problems of the raw dataВидео

Data scrubbing

Data scrubbingВидео

Data analysis and virtualization

Учитесь у экспертов

Jeremy Pedersen

Senior Training Specialist

Big Data Analysis Deep Dive
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 14.4 ч

12 модулей

Язык: Английский

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

Часть программы вашего университета
Data analysis and virtualizationВидео

Deal with more than one data set

Deal with more than one data setВидео
02SQL for Beginners - Basic Queries9 материалов

Course Objectives

Course ObjectivesВидео

Select Statement Basic

Select Statement BasicВидеоHow to Manage MySQL Database with CommandsЧтение

SELECT statement with WHERE

SELECT statement with WHEREВидео

SELECT with ORDER BY and Tips

SELECT with ORDER BY and TipsВидео

Table Join

Table JoinВидео

Troubleshooting

TroubleshootingВидео8 SQL Pitfalls: Are You Making These Mistakes?Чтение

SQL Models for Syntax Checking

SQL Models for Syntax CheckingВидео
03How to Use Spark on Cloud Series 2 - Spark Python7 материалов

Spark RDD Basic

Spark RDD BasicВидеоSetting Up PySpark on Alibaba Cloud CentOS InstanceЧтение

Demo: Data analysis based on RDD

Demo: Data analysis based on RDDВидео

Demo: Data analysis based on Dataframe

Demo: Data analysis based on DataframeВидео

Demo: Performance optimization

Demo: Performance optimizationВидеоPython-based Spark jobЧтение

Demo: Mystery guest: Spark Streaming

Demo: Mystery guest: Spark StreamingВидео
04Alibaba Cloud Big Data Quickstart Series: Data Integration7 материалов

General Process of Data Integration

General Process of Data IntegrationВидеоData Integration OverЧтение

MaxCompute Basic

MaxCompute BasicВидеоMaxCompute QuickstartЧтение

DataWorks Basic

DataWorks BasicВидеоDataworks QuickstartЧтение

Demo: Data Integration From OSS,RDS to MaxCompute

Demo: Data Integration From OSS,RDS to MaxComputeВидео
05Alibaba Cloud MaxCompute - Data Transmission6 материалов

Overview

OverviewВидеоWhat is MaxCompute?Чтение

Tunnel command

Tunnel commandВидео

Tunnel command parameter

Tunnel command parameterВидео

Introduction of Tunnel SDK

Introduction of Tunnel SDKВидеоIntroduction to the toolsЧтение
06Analyze Log Data with Alibaba Cloud Big Data Platform7 материалов

The value of web clickstream log data

The value of web clickstream log dataВидеоAnalyze a large number of logs inexpensivelyЧтение

Comparison of two methods to process data

Comparison of two methods to process dataВидеоConsume Log Service dataЧтение

MaxCompute Basics

MaxCompute BasicsВидео

Quick BI Basics

Quick BI BasicsВидео

Demo: Quick start of MaxCompute and Quick BI

Demo: Quick start of MaxCompute and Quick BIВидео
07Data Development with DataWorks and MaxCompute8 материалов

An overview of the course

An overview of the courseВидео

The Overview of DataWorks

The Overview of DataWorksВидеоData development processЧтение

Demonstration of DataWorks - Data Acquisition

Demonstration of DataWorks - Data AcquisitionВидеоMigrate data from Hadoop to MaxComputeЧтение

Demonstration of DataWorks - Data Processing

Demonstration of DataWorks - Data ProcessingВидео

Demonstration of DataWorks - Data Quality Monitoring

Demonstration of DataWorks - Data Quality MonitoringВидео

Recap

RecapВидео
08Using Hive and Hadoop on E-MapReduce9 материалов

Learning Objectives and Review

Learning Objectives and ReviewВидеоCreate a Hadoop streaming jobЧтение

What Is E-MapReduce

What Is E-MapReduceВидео

E-MapReduce Quick Start

E-MapReduce Quick StartВидео

Hive Introduction

Hive IntroductionВидеоCreate and run a Hive jobЧтение

Advanced Application of Hive

Advanced Application of HiveВидео

Use of Hive on E-MapReduce

Use of Hive on E-MapReduceВидео

Recap

RecapВидео
09Using Spark on E-MapReduce8 материалов

Learning Objectives and Review

Learning Objectives and ReviewВидео

Spark Introduction

Spark IntroductionВидеоUse Spark Streaming jobs to process Kafka dataЧтение

Overview of Spark RDD

Overview of Spark RDDВидеоMaxCompute in SparkЧтение

Spark SQL

Spark SQLВидео

Spark Streaming Programming

Spark Streaming ProgrammingВидео

Recap

RecapВидео
10Quickly Generate Business Intelligence Diagrams With QuickBI14 материалов

Course objectives

Course objectivesВидео

Course content briefing

Course content briefingВидео

Background introduction of BI

Background introduction of BIВидео

Commonly used charts introduction part one

Commonly used charts introduction part oneВидео

Demo of commonly used charts part one

Demo of commonly used charts part oneВидео

Commonly used charts introduction part two

Commonly used charts introduction part twoВидео

Demo of commonly used charts part two

Demo of commonly used charts part twoВидео

Commonly used charts introduction part three

New VideoВидео

Demo of commonly used charts part three

Demo of commonly used charts part threeВидео

Summary of all charts in categories

Summary of all charts in categoriesВидео

End to end demo introduction

End to end demo introductionВидеоCreate a DashboardЧтение

End to end demo

End to end demoВидео

Recap

RecapВидео
11Quickly Generate Large Dashboards For Data Visualization7 материалов

Course overview and objectives

Course overview and objectivesВидео

Data Visualization Introduction

Data Visualization IntroductionВидеоWidget LayoutsЧтение

Alibaba Cloud DataV Introduction

Alibaba Cloud DataV IntroductionВидео

Visual data dashboard design

Visual data dashboard designВидеоWidget OverviewЧтение

Demo: DataV Operations

New VideoВидео
12Data Visualization Using Python7 материалов

Index

IndexВидео

Data Visualization Overview

Data Visualization OverviewВидео

Python Visualization Tool - Matplotlib

Python Visualization Tool - MatplotlibВидео

Python Visualization Tools - Pandas & Seaborn

Python Visualization Tools - Pandas & SeabornВидео

A Practical Python Data Visualization Example

A Practical Python Data Visualization ExampleВидео

Recap

RecapВидеоFinal ExamЗадание