Want to understand your data network structure and how it changes under different conditions? Curious to know how to identify closely interacting clusters within a graph? Have you heard of the fast-growing area of graph analytics and want to learn more? This course gives you a broad overview of the field of graph analytics so you can learn new ways to model, store, retrieve and analyze graph-structured data.
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大数据 专项课程加州大学圣地亚哥分校课程信息
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学生职业成果
42%
完成这些课程后已开始新的职业生涯
28%
通过此课程获得实实在在的工作福利
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
第 5 门课程（共 6 门）
可灵活调整截止日期
根据您的日程表重置截止日期。
完成时间大约为13 小时
英语（English）
字幕：英语（English）, 韩语
您将获得的技能
Graph TheoryNeo4jAnalyticsGraph Database
学生职业成果
42%
完成这些课程后已开始新的职业生涯
28%
通过此课程获得实实在在的工作福利
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
第 5 门课程（共 6 门）
可灵活调整截止日期
根据您的日程表重置截止日期。
完成时间大约为13 小时
英语（English）
字幕：英语（English）, 韩语
提供方
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.
教学大纲 - 您将从这门课程中学到什么
完成时间为 4 分钟
Welcome to Graph Analytics
Meet your instructor, Amarnath Gupta and learn about the course objectives.
完成时间为 4 分钟
1 个视频 （总计 4 分钟）
完成时间为 3 小时
Introduction to Graphs
Welcome! This week we will get a first exposure to graphs and their use in everyday life. By the end of the module you will be able to create a graph applying core mathematical properties of graphs, and identify the kinds of analysis questions one might be able to ask of such a graph. We hope the you will be inspired as to how graphical representations might enable you to answer new Big Data problems!
完成时间为 3 小时
8 个视频 （总计 38 分钟）, 2 个阅读材料, 2 个测验
8 个视频
Why Graphs?2分钟
Why Graphs? Example 1: Social Networking3分钟
Why Graphs? Example 2: Biological Networks3分钟
Why Graphs? Example 3: Human Information Network Analytics3分钟
Why Graphs? Example 4: Smart Cities2分钟
The Purpose of Analytics1分钟
What are the impact of Big Data's V's on Graphs?12分钟
2 个阅读材料
What to learn in this module10分钟
Download Slides for this Module10分钟
1 个练习
Introduction to Graphs30分钟
完成时间为 3 小时
Graph Analytics
完成时间为 3 小时
17 个视频 （总计 81 分钟）, 3 个阅读材料, 2 个测验
17 个视频
Path Analytics6分钟
The Basic Path Analytics Question: What is the Best Path?4分钟
Applying Dijkstra's Algorithm5分钟
Inclusion and Exclusion Constraints1分钟
Connectivity Analytics3分钟
Disconnecting a Graph1分钟
Connectedness: Indegree and Outdegree3分钟
Community Analytics and Local Properties7分钟
Global Property: Modularity7分钟
Centrality Analytics8分钟
Optional Lecture 1: Bi-directional Dijkstra Algorithm2分钟
Optional Lecture 2: Goal-directed Dijkstra Algorithm2分钟
Optional Lecture 3: Power Law Graphs2分钟
Optional Lecture 4: Measuring Graph Evolution3分钟
Optional Lecture 5: Eigenvector Centrality6分钟
Optional Lecture 6: Key Player Problems2分钟
3 个阅读材料
What to learn in this module10分钟
If this module takes a little longer... that's OK!10分钟
Download All Slides for Module 310分钟
2 个练习
Graph Analytics Applications30分钟
Connectivity, Community, and Centrality Analytics30分钟
完成时间为 4 小时
Graph Analytics Techniques
Welcome to the 4th module in the Graph Analytics course. Last week, we got a glimpse of a number of graph properties and why they are important. This week we will use those properties for analyzing graphs using a free and powerful graph analytics tool called Neo4j. We will demonstrate how to use Cypher, the query language of Neo4j, to perform a wide range of analyses on a variety of graph networks.
完成时间为 4 小时
10 个视频 （总计 78 分钟）, 12 个阅读材料, 2 个测验
10 个视频
Hands-On: Downloading, Installing, and Running Neo4j5分钟
Hands-On: Getting Started With Neo4j6分钟
Hands-On: Modifying a Graph With Neo4j7分钟
Hands-On: Importing Data Into Neo4j13分钟
Hands-On: Basic Queries in Neo4j With Cypher - Part 16分钟
Hands-On: Basic Queries in Neo4j With Cypher - Part 26分钟
Hands-On: Path Analytics in Neo4j Using Cypher - Part 18分钟
Hands-On: Path Analytics in Neo4j Using Cypher - Part 211分钟
Hands-On: Connectivity Analytics in Neo4j With Cypher9分钟
12 个阅读材料
About the Supplementary Resources10分钟
Downloading, Installing, and Running Neo4j - Supplementary Resources10分钟
Getting Started With Neo4j - Supplementary Resources10分钟
Adding to and Modifying a Graph - Supplementary Resources10分钟
Download datasets used in this Graph Analytics with Neo4j10分钟
Importing Data Into Neo4j - Supplementary Resources10分钟
FAQ10分钟
Basic Queries in Neo4j With Cypher - Supplementary Resources10分钟
Path Analytics in Neo4j With Cypher - Supplementary Resources10分钟
Connectivity Analytics in Neo4j with Cypher - Supplementary Resources10分钟
Assignment: Practicing Graph Analytics in Neo4j With Cypher10分钟
Download All Neo4j Supplementary Resources (PDFs)10分钟
2 个练习
Quiz: Graph Analytics With Neo4j30分钟
Assessment Questions on 'Practicing Graph Analytics in Neo4j With Cypher'30分钟
审阅
来自GRAPH ANALYTICS FOR BIG DATA的热门评论
由 KM 提供Dec 16, 2017
Got an amazing introduction to Graph Analytics in Big Data. Technical issues with Neo4J made this course a little more challenging than necessary. But the introduction to Spark GraphX was invaluable.
由 JT 提供Oct 25, 2016
This course was excellent as an introduction to Graph Analytics and using Neo4j. Not only did I learn a lot, I've been given tasks related to what I've learned in this course after finishing it.
由 JA 提供Oct 27, 2018
I found a new love in this course Neo4j. Graphs are really powerful. You should expect a very intensive theoretical and hands-on knowledge to takeaway from this course. Think like a vertex ....
由 LS 提供Mar 23, 2019
Nice introduction of multiple graph packages, however I missed some more applied cases, covering a real graph problem investigation (particularly how to associate Neo4j with GraphX).
关于 大数据 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.
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