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Big Data and Hadoop Foundations and Setup

Big Data and Hadoop Foundations and Setup

本课程是 Big Data Processing Using Hadoop 专项课程的一部分

位教师：Karthik Shyamsunder

包含在中

了解更多

4个模块

深入了解一个主题并学习基础知识。

中级等级

推荐体验

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

4个模块

深入了解一个主题并学习基础知识。

中级等级

推荐体验

1 周完成

在 10 小时一周

灵活的计划

自行安排学习进度

您将学到什么

Define Big Data, explore its relevance in analytics and data science, and understand trends shaping modern data processing technologies.
Examine Hadoop architecture, its ecosystem, and subprojects, distinguishing distributions and their roles in Big Data solutions.
Acquire practical skills to install, configure, and run Hadoop on a Linux virtual machine, enabling effective Big Data processing.

您将获得的技能

您将学习的工具

要了解的详细信息

可分享的证书

添加到您的领英档案

作业

9 项作业

授课语言：英语（English）

了解顶级公司的员工如何掌握热门技能

了解关于 Coursera for Business 的更多信息

Petrobras, TATA, Danone, Capgemini, P&G 和 L'Oreal 的徽标

积累特定领域的专业知识

本课程是 Big Data Processing Using Hadoop 专项课程专项课程的一部分

在注册此课程时，您还会同时注册此专项课程。

向行业专家学习新概念
获得对主题或工具的基础理解
通过实践项目培养工作相关技能
获得可共享的职业证书

该课程共有4个模块

The course "Big Data and Hadoop Foundations and Setup" offers a comprehensive introduction to the world of Big Data and Hadoop, providing foundational knowledge crucial for navigating modern data-driven environments. You’ll explore the limitations of traditional data processing technologies and understand how Hadoop addresses these challenges with its robust architecture and ecosystem.

Through detailed modules, you will gain a deep understanding of Big Data concepts, the role of Data Science and Big Data Analytics, and the trends shaping the Big Data revolution. The course demystifies Hadoop's subprojects and distributions, giving you the tools to differentiate between them and apply their features to real-world problems. What sets this course apart is its hands-on approach. You'll install, configure, and run Hadoop in a Linux environment, building the technical proficiency needed to process large-scale data effectively. Whether you’re looking to enhance your career in Data Science or understand Big Data’s transformative impact on businesses, this course equips you with the skills to succeed.

单元详情

This course provides an in-depth understanding of Big Data concepts, including Data Science and Big Data Analytics. It explores the limitations of traditional data processing and introduces modern technologies that support Big Data solutions. Learners will gain a comprehensive understanding of Hadoop architecture, its subprojects, and distributions. The course includes hands-on experience with installing, configuring, and running Hadoop in a Big Data environment. By the end of the course, learners will be equipped to leverage Hadoop for processing large-scale data.

涵盖的内容

2篇阅读材料

In this introductory module, we introduce the trends and concepts behind the Big Data revolution that is taking place in the Information Technology marketplace.

涵盖的内容

8个视频6篇阅读材料3个作业

8个视频总计76分钟

Introduction - Big Data Revolution2分钟
Data Explosion10分钟
Data Economy9分钟
Big Data Analytics21分钟
Data Science16分钟
Historical Data Processing Technologies10分钟
Modern Data Processing Technologies6分钟
Big Data Revolution Summary1分钟

6篇阅读材料总计75分钟

Data Explosion15分钟
Data Economy10分钟
Big Data Analytics10分钟
Data Science15分钟
Historical Data Processing Technologies15分钟
Modern Data Processing Technologies10分钟

3个作业总计90分钟

Big Data Revolution (Introduction)60分钟
The Big Data Landscape: Revolution, Explosion, Economy, and Science15分钟
Evolution of Data Processing: From Historical to Modern Technologies15分钟

This module provides a comprehensive overview of Apache Hadoop, exploring its architecture, history, and foundational principles. You will also delve into the Hadoop ecosystem, examining its technology stack, popular distributions, and key documentation to help you navigate and understand this powerful big data framework.

涵盖的内容

8个视频7篇阅读材料3个作业

8个视频总计122分钟

Introduction - Apache Hadoop Architecture and Ecosystem2分钟
Hadoop History14分钟
Hadoop Architecture36分钟
Key Principles behind Hadoop Architecture13分钟
Hadoop Technology Stack28分钟
Hadoop Distributions15分钟
Hadoop Documentation12分钟
Summary - Apache Hadoop Architecture and Ecosystem1分钟

7篇阅读材料总计88分钟

Hadoop History10分钟
Hadoop Architecture15分钟
Key Principles behind Hadoop Architecture10分钟
Hadoop Technology Stack10分钟
Hadoop Distributions15分钟
Hadoop Documentation8分钟
Self-Reflective Reading: Coexistence of Hadoop and Traditional Data Warehouses20分钟

3个作业总计90分钟

Hadoop Architecture and Ecosystem60分钟
Exploring Hadoop: Architecture, History, and Key Principles15分钟
Navigating Hadoop: Technology Stack, Distributions, and Documentation15分钟

In this module, you will learn how to set up a Hadoop environment on a Linux Virtual Machine. We will guide you through downloading, installing, configuring, and running Hadoop using VirtualBox and CentOS Linux. Additionally, you will explore the setup and configuration of Hadoop 3 YARN, concluding with a comprehensive summary of the process.

涵盖的内容

5个视频4篇阅读材料3个作业

5个视频总计103分钟

Introduction - Setting Up and Running Hadoop2分钟
Setting Up VirtualBox10分钟
Setting Up CentOS Linux VM on VirtualBox28分钟
Setting Up Hadoop 3 YARN61分钟
Summary - Setting Up Hadoop1分钟

4篇阅读材料总计110分钟

Setting Up VirtualBox10分钟
Setting Up CentOS Linux VM on VirtualBox10分钟
Steps to Configure a Single Node Hadoop 3 YARN Cluster50分钟
Self-Reflective Reading: Challenges and Solutions for Large-Scale Deployments40分钟