课程信息
4.4
1,218 个评分
269 个审阅
专项课程

Course 3 of 6 in the

100% 在线

100% 在线

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
初级

初级

完成时间(小时)

完成时间大约为19 小时

建议:7 hours/week...
可选语言

英语(English)

字幕:英语(English)

您将获得的技能

Big DataMongodbSplunkApache Spark
专项课程

Course 3 of 6 in the

100% 在线

100% 在线

立即开始,按照自己的计划学习。
可灵活调整截止日期

可灵活调整截止日期

根据您的日程表重置截止日期。
初级

初级

完成时间(小时)

完成时间大约为19 小时

建议:7 hours/week...
可选语言

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1
完成时间(小时)
完成时间为 1 小时

Welcome to Big Data Integration and Processing

Welcome to the third course in the Big Data Specialization. This week you will be introduced to basic concepts in big data integration and processing. You will be guided through installing the Cloudera VM, downloading the data sets to be used for this course, and learning how to run the Jupyter server. ...
Reading
3 个视频 (总计 18 分钟), 6 个阅读材料
Video3 个视频
Summary of Big Data Modeling and Management7分钟
Why is Big Data Processing Different?8分钟
Reading6 个阅读材料
Slides: Summary & Why Is Big Data Processing Different10分钟
Downloading and Installing the Cloudera VM Instructions (Windows)10分钟
Downloading and Installing the Cloudera VM Instructions (Mac)10分钟
Software Installation Frequently Asked Questions (FAQ)10分钟
Instructions for Downloading Hands On Datasets10分钟
Instructions for Starting Jupyter10分钟
完成时间(小时)
完成时间为 1 小时

Retrieving Big Data (Part 1)

This module covers the various aspects of data retrieval and relational querying. You will also be introduced to the Postgres database. ...
Reading
5 个视频 (总计 40 分钟), 2 个阅读材料
Video5 个视频
What is Data Retrieval? Part 27分钟
Querying Two Relations8分钟
Subqueries8分钟
Querying Relational Data with Postgres6分钟
Reading2 个阅读材料
Slides: What is Data Retrieval?10分钟
Querying Relational Data with Postgres20分钟
2
完成时间(小时)
完成时间为 2 小时

Retrieving Big Data (Part 2)

This module covers the various aspects of data retrieval for NoSQL data, as well as data aggregation and working with data frames. You will be introduced to MongoDB and Aerospike, and you will learn how to use Pandas to retrieve data from them....
Reading
5 个视频 (总计 50 分钟), 3 个阅读材料, 2 个测验
Video5 个视频
Aggregation Functions9分钟
Querying Aerospike6分钟
Querying Documents in MongoDB11分钟
Exploring Pandas DataFrames5分钟
Reading3 个阅读材料
Slides: Querying Data Part 210分钟
Querying Documents in MongoDB10分钟
Exploring Pandas DataFrames20分钟
Quiz2 个练习
Retrieving Big Data Quiz20分钟
Postgres, MongoDB, and Pandas20分钟
3
完成时间(小时)
完成时间为 3 小时

Big Data Integration

In this module you will be introduced to data integration tools including Splunk and Datameer, and you will gain some practical insight into how information integration processes are carried out. ...
Reading
11 个视频 (总计 83 分钟), 4 个阅读材料, 2 个测验
Video11 个视频
A Data Integration Scenario13分钟
Integration for Multichannel Customer Analytics6分钟
Big Data Management and Processing Using Splunk and Datameer1分钟
Why Splunk?3分钟
Connected Cars with Ford's OpenXC and Splunk3分钟
Big Data Management and Processing using Datameer15分钟
Installing Splunk Enterprise on Windows2分钟
Installing Splunk Enterprise on Linux4分钟
Exploring Splunk Queries5分钟
Optional: Creating Pivot Reports in Splunk8分钟
Reading4 个阅读材料
Slides: Information Integration10分钟
Downloading Splunk Enterprise10分钟
Exploring Splunk Queries20分钟
Optional: Instructions for Splunk Pivot Tutorial10分钟
Quiz2 个练习
Information Integration - Quiz14分钟
Hands-On With Splunk15分钟
4
完成时间(小时)
完成时间为 3 小时

Processing Big Data

This module introduces Learners to big data pipelines and workflows as well as processing and analysis of big data using Apache Spark. ...
Reading
9 个视频 (总计 74 分钟), 4 个阅读材料, 2 个测验
Video9 个视频
Some High-Level Processing Operations in Big Data Pipelines8分钟
Aggregation Operations in Big Data Pipelines5分钟
Typical Analytical Operations in Big Data Pipelines10分钟
Overview of Big Data Processing Systems7分钟
The Integration and Processing Layer8分钟
Introduction to Apache Spark8分钟
Getting Started with Spark10分钟
WordCount in Spark8分钟
Reading4 个阅读材料
Big Data Processing Pipelines Slides10分钟
Big Data Workflow Management10分钟
Slides for Big Data Processing Tools and Systems10分钟
WordCount in Spark20分钟
Quiz2 个练习
Pipeline and Tools18分钟
WordCount in Spark8分钟
4.4
269 个审阅Chevron Right
职业方向

33%

完成这些课程后已开始新的职业生涯
工作福利

83%

通过此课程获得实实在在的工作福利
职业晋升

20%

加薪或升职

热门审阅

创建者 AAMar 6th 2018

It was a good course, it could have been better if some examples of Spark were also provided in other Languages like Java, people without having background of python may find it difficult.

创建者 SKDec 8th 2016

The assessments are quite tough compared to the course examples. Moreover, some programming basics should be given or made to understand, especially in Spark, as these are very

讲师

Avatar

Ilkay Altintas

Chief Data Science Officer
San Diego Supercomputer Center
Avatar

Amarnath Gupta

Director, Advanced Query Processing Lab
San Diego Supercomputer Center (SDSC)

关于 University of California San Diego

UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory....

关于 Big Data 专项课程

Drive better business decisions with an overview of how big data is organized, analyzed, and interpreted. Apply your insights to real-world problems and questions. ********* Do you need to understand big data and how it will impact your business? This Specialization is for you. You will gain an understanding of what insights big data can provide through hands-on experience with the tools and systems used by big data scientists and engineers. Previous programming experience is not required! You will be guided through the basics of using Hadoop with MapReduce, Spark, Pig and Hive. By following along with provided code, you will experience how one can perform predictive modeling and leverage graph analytics to model problems. This specialization will prepare you to ask the right questions about data, communicate effectively with data scientists, and do basic exploration of large, complex datasets. In the final Capstone Project, developed in partnership with data software company Splunk, you’ll apply the skills you learned to do basic analyses of big data....
Big Data

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