Cloud computing systems today, whether open-source or used inside companies, are built using a common set of core techniques, algorithms, and design philosophies – all centered around distributed systems. Learn about such fundamental distributed computing "concepts" for cloud computing.
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云计算 专项课程伊利诺伊大学香槟分校课程信息
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学生职业成果
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完成这些课程后已开始新的职业生涯
25%
通过此课程获得实实在在的工作福利
25%
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第 1 门课程（共 6 门）
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初级
完成时间大约为23 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 中文（简体）, 意大利语, 越南语, 韩语, 德语（German）, 俄语（Russian）, 土耳其语（Turkish）, 英语（English）, 西班牙语（Spanish）
您将获得的技能
Distributed AlgorithmDistributed ComputingC++Cloud Computing
学生职业成果
14%
完成这些课程后已开始新的职业生涯
25%
通过此课程获得实实在在的工作福利
25%
加薪或升职
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 1 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。
初级
完成时间大约为23 小时
英语（English）
字幕：阿拉伯语（Arabic）, 法语（French）, （欧洲人讲的）葡萄牙语, 中文（简体）, 意大利语, 越南语, 韩语, 德语（German）, 俄语（Russian）, 土耳其语（Turkish）, 英语（English）, 西班牙语（Spanish）
提供方
伊利诺伊大学香槟分校
The University of Illinois at Urbana-Champaign is a world leader in research, teaching and public engagement, distinguished by the breadth of its programs, broad academic excellence, and internationally renowned faculty and alumni. Illinois serves the world by creating knowledge, preparing students for lives of impact, and finding solutions to critical societal needs.
教学大纲 - 您将从这门课程中学到什么
完成时间为 6 小时
Week 1: Orientation, Introduction to Clouds, MapReduce
This course is oriented towards learners with similar backgrounds as juniors and seniors in a CS undergraduate curriculum. Since learners come from various backgrounds, it is critical you view this lecture AND pass the prerequisite test. This will ensure you have many of the assumed prerequisite pieces of knowledge required to enjoy this course.
完成时间为 6 小时
16 个视频 （总计 155 分钟）, 8 个阅读材料, 3 个测验
16 个视频
Orientation Towards Cloud Computing Concepts: Some Basic Computer Science Fundamentals23分钟
Week 1 Introduction1分钟
1.1. Why Clouds?6分钟
1.2. What is a Cloud?5分钟
1.3. Introduction to Clouds: History7分钟
1.4. Introduction to Clouds: What's New in Today's Clouds7分钟
1.5. Introduction to Clouds: New Aspects of Clouds8分钟
1.6. Introduction to Clouds: Economics of Clouds7分钟
2.1. A cloud IS a distributed system5分钟
2.2. What is a distributed system?16分钟
3.1. MapReduce Paradigm14分钟
3.2. MapReduce Examples10分钟
3.3. MapReduce Scheduling12分钟
3.4. MapReduce Fault-Tolerance8分钟
Interview with Sumeet Singh16分钟
8 个阅读材料
Orientation Overview10分钟
Syllabus10分钟
About the Discussion Forums10分钟
Instructions for Taking the Prerequisite Quiz10分钟
Course Learning Community and Social Media10分钟
Week 1 Overview10分钟
Homework 1 Instructions10分钟
Programming Assignment Instructions10分钟
3 个练习
Orientation Quiz30分钟
Prerequisite Quiz30分钟
Homework 130分钟
完成时间为 3 小时
Week 2: Gossip, Membership, and Grids
Lesson 1: This module teaches how the multicast problem is solved by using epidemic/gossip protocols. It also teaches analysis of such protocols. Lesson 2: This module covers the design of failure detectors, a key component in any distributed system. Membership protocols, which use failure detectors as components, are also covered. Lesson 3: This module covers Grid computing, an important precursor to cloud computing.
完成时间为 3 小时
14 个视频 （总计 122 分钟）, 2 个阅读材料, 1 个测验
14 个视频
1.1. Multicast Problem9分钟
1.2. The Gossip Protocol5分钟
1.3. Gossip Analysis15分钟
1.4. Gossip Implementations4分钟
2.1. What is Group Membership List?8分钟
2.2. Failure Detectors9分钟
2.3. Gossip-Style Membership7分钟
2.4. Which is the best failure detector?4分钟
2.5. Another Probabilistic Failure Detector9分钟
2.6. Dissemination and suspicion8分钟
3.1. Grid Applications6分钟
3.2. Grid Infrastucture11分钟
Interview with William Gropp20分钟
2 个阅读材料
Week 2 Overview10分钟
Homework 2 Instructions10分钟
1 个练习
Homework 230分钟
完成时间为 3 小时
Week 3: P2P Systems
P2P systems: This module teaches the detailed design of two classes of peer to peer systems: (a) popular ones including Napster, Gnutella, FastTrack, and BitTorrent; and (b) efficient ones including distributed hash tables (Chord, Pastry, and Kelips). Besides focusing on design, the module also analyzes these systems in detail.
完成时间为 3 小时
10 个视频 （总计 105 分钟）, 2 个阅读材料, 1 个测验
10 个视频
1. P2P Systems Introduction5分钟
2. Napster7分钟
3. Gnutella20分钟
4. FastTrack and BitTorrent7分钟
5. Chord22分钟
6. Failures in Chord14分钟
7. Pastry6分钟
8. Kelips10分钟
Blue Waters Supercomputer9分钟
2 个阅读材料
Week 3 Overview10分钟
Homework 3 Instructions10分钟
1 个练习
Homework 330分钟
完成时间为 4 小时
Week 4: Key-Value Stores, Time, and Ordering
Lesson 1: This module motivates and teaches the design of key-value/NoSQL storage/database systems. We cover the design of two major industry systems: Apache Cassandra and HBase. We also cover the famous CAP theorem. Lesson 2: Distributed systems are asynchronous, which makes clocks at different machines hard to synchronize. This module first covers various clock synchronization algorithms, and then covers ways of tagging events with causal timestamps that avoid synchronizing clocks. These classical algorithms were invented decades ago, yet are used widely in today’s cloud systems.
完成时间为 4 小时
12 个视频 （总计 147 分钟）, 3 个阅读材料, 1 个测验
12 个视频
1.1. Why Key-Value/NOSQL?15分钟
1.2. Cassandra27分钟
1.3. The Mystery of X-The Cap Theorem19分钟
1.4. The Consistency Spectrum9分钟
1.5. HBase10分钟
2.1. Introduction and Basics10分钟
2.2. Cristian's Algorithm5分钟
2.3. NTP4分钟
2.4. Lamport Timestamps14分钟
2.5. Vector Clocks12分钟
Interview with Marcos Aguilera14分钟
3 个阅读材料
Week 4 Overview10分钟
Optional: Lamport Timestamps (Ukulele Version)10分钟
Homework 4 Instructions10分钟
1 个练习
Homework 430分钟
审阅
来自CLOUD COMPUTING CONCEPTS, PART 1的热门评论
由 VT 提供Aug 21, 2016
Very useful course. It built my Cloud Computing basis from scratch. Fisrt course gives me the enthusiasm to start the later ones. A good place for studying and sharing with course mates. Thank you!
由 LG 提供Oct 6, 2020
Solid distributed systems' fundamentals class. The programming assignment was really evaluating my reverse and software engineering skills rather than my grasp of distributed systems' fundamentals
由 KP 提供Dec 5, 2016
Great lectures. However, the starter code for the programming assignment is quite atrocious. Overall, would highly recommend to anyone wanting to learn high level concepts in distributed systems.
由 MR 提供Jul 15, 2017
Great course, I would recommend to everyone who wants to understand the basics of cloud computing. The course material is excellent, the instructor Indy is phenomenal and the exams are marvelous.
关于 云计算 专项课程
The Cloud Computing Specialization takes you on a tour through cloud computing systems. We start in in the middle layer with Cloud Computing Concepts covering core distributed systems concepts used inside clouds, move to the upper layer of Cloud Applications and finally to the lower layer of Cloud Networking. We conclude with a project that allows you to apply the skills you've learned throughout the courses.
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