課程信息
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第 2 門課程(共 6 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

完成時間大約為16 小時

建議:6 weeks of study, 2-3 hours/week...

英語(English)

字幕:英語(English)
User
學習Course的學生是
  • Data Engineers
  • Data Scientists
  • Data Analysts
  • Machine Learning Engineers
  • Risk Managers

您將獲得的技能

Data ModelBig DataData ModelingData Management
User
學習Course的學生是
  • Data Engineers
  • Data Scientists
  • Data Analysts
  • Machine Learning Engineers
  • Risk Managers

第 2 門課程(共 6 門)

100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

根據您的日程表重置截止日期。

完成時間大約為16 小時

建議:6 weeks of study, 2-3 hours/week...

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 3 小時

Introduction to Big Data Modeling and Management

14 個視頻 (總計 63 分鐘), 8 個閱讀材料
14 個視頻
Why is this a New Course in the Big Data Specialization?41
Summary of Introduction to Big Data (Part 1)5分鐘
Summary of Introduction to Big Data (Part 2)5分鐘
Summary of Introduction to Big Data (Part 3)5分鐘
Big Data Management "Must-Ask Questions"1分鐘
Data Ingestion4分鐘
Data Storage3分鐘
Data Quality2分鐘
Data Operations3分鐘
Data Scalability and Security2分鐘
Energy Data Management Challenges at ConEd4分鐘
Gaming Industry Data Management: Q&A with Apmetrix CTO Mark Caldwell7分鐘
Flight Data Management at FlightStats: A Lecture by CTO Chad Berkley13分鐘
8 個閱讀材料
Slides: Summary of Introduction to Big Data10分鐘
Slides: Big Data Management10分鐘
Reading on Storage Systems10分鐘
Slides: Energy Data Management Challenges at ConEd10分鐘
Slides: Flight Data Management at FlightStats10分鐘
Downloading and Installing the Cloudera VM Instructions (Windows)10分鐘
Downloading and Installing the Cloudera VM Instructions (Mac)10分鐘
Instructions for Downloading Hands On Datasets10分鐘
2
完成時間為 3 小時

Big Data Modeling

11 個視頻 (總計 52 分鐘), 8 個閱讀材料, 1 個測驗
11 個視頻
Data Model Structures2分鐘
Data Model Operations4分鐘
Data Model Constraints4分鐘
Introduction to CSV Data4分鐘
What is a Relational Data Model?10分鐘
What is a Semistructured Data Model?6分鐘
Exploring the Relational Data Model of CSV Files4分鐘
Exploring the Semistructured Data Model of JSON data3分鐘
Exploring the Array Data Model of an Image3分鐘
Exploring Sensor Data4分鐘
8 個閱讀材料
Slides: What Is A Data Model?10分鐘
Introduction to CSV Data10分鐘
Slides: What Is A Relational Data Model?10分鐘
Slides: What is a Semistructured Data Model?10分鐘
Exploring the Relational Data Model of Comma Separated Values (CSV)10分鐘
Exploring the Semistructured Data Model of JSON data10分鐘
Exploring the Array Data Model of an Image10分鐘
Exploring Sensor Data10分鐘
1 個練習
Practical Quiz for Week 2 Hands-On Lectures18分鐘
3
完成時間為 2 小時

Big Data Modeling (Part 2)

5 個視頻 (總計 31 分鐘), 5 個閱讀材料, 1 個測驗
5 個視頻
Graph Data Model7分鐘
Other Data Models4分鐘
Exploring the Lucene Search Engine's Vector Data Model4分鐘
Exploring Graph Data Models with Gephi3分鐘
5 個閱讀材料
Slides: Vector Space Model10分鐘
Slides: Graph Data Model10分鐘
Slides: Other Data Models10分鐘
Exploring Vector Data Models with Lucene10分鐘
Exploring Graph Data Models with Gephi10分鐘
1 個練習
Data Models Quiz18分鐘
4
完成時間為 2 小時

Working With Data Models

6 個視頻 (總計 29 分鐘), 7 個閱讀材料, 1 個測驗
6 個視頻
What is a Data Stream?5分鐘
Why is Streaming Data different?7分鐘
Understanding Data Lakes5分鐘
Exploring Streaming Sensor Data4分鐘
Exploring Streaming Twitter Data (Optional)4分鐘
7 個閱讀材料
Slides: Data Model vs. Data Format10分鐘
Slides: What is a Data Stream?10分鐘
Slides: Why is Streaming Data Different?10分鐘
Slides: Understanding Data Lakes10分鐘
Exploring Streaming Sensor Data10分鐘
Instructions for Creating a Twitter App (Optional)10分鐘
Exploring Streaming Twitter Data (Optional)10分鐘
1 個練習
Data Formats and Streaming Data Quiz18分鐘
4.4
347 個審閱Chevron Right

43%

完成這些課程後已開始新的職業生涯

35%

通過此課程獲得實實在在的工作福利

來自Big Data Modeling and Management Systems的熱門評論

創建者 MPOct 17th 2017

Good Explanations of Concepts and Nice Tests. I got a trilling experience in completing the peer Assignments with keen observation and Analyzing of Concepts learned.Thanq for your course very much.

創建者 VGMar 28th 2017

Nice course to describe the traditional data modeling (RDBMS) as well as various semi-structured and un-structured data modeling and management of the systems (Batch and Streaming data processing)

講師

Avatar

Ilkay Altintas

Chief Data Science Officer
San Diego Supercomputer Center
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Amarnath Gupta

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

關於 加州大学圣地亚哥分校

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....

關於 大数据 專項課程

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....
大数据

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