Data Structures and Algorithms Specialization

开始时间: 07/04/2020 持续时间: Unknown

所在平台: Coursera专项课程

课程类别: 计算机科学

大学或机构: CourseraNew

   

课程主页: https://www.coursera.org/specializations/data-structures-algorithms

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课程详情

This specialization is a mix of theory and practice: you will learn algorithmic techniques for solving various computational problems and will implement about 100 algorithmic coding problems in a programming language of your choice. No other online course in Algorithms even comes close to offering you a wealth of programming challenges that you may face at your next job interview. To prepare you, we invested over 3000 hours into designing our challenges as an alternative to multiple choice questions that you usually find in MOOCs. Sorry, we do not believe in multiple choice questions when it comes to learning algorithms...or anything else in computer science! For each algorithm you develop and implement, we designed multiple tests to check its correctness and running time — you will have to debug your programs without even knowing what these tests are! It may sound difficult, but we believe it is the only way to truly understand how the algorithms work and to master the art of programming. The specialization contains two real-world projects: Big Networks and Genome Assembly. You will analyze both road networks and social networks and will learn how to compute the shortest route between New York and San Francisco (1000 times faster than the standard shortest path algorithms!) Afterwards, you will learn how to assemble genomes from millions of short fragments of DNA and how assembly algorithms fuel recent developments in personalized medicine.

数据结构和算法专长:该专长是理论和实践的结合:您将学习解决各种计算问题的算法技术,并将以您选择的编程语言实现大约100种算法编码问题。甚至没有其他在线算法在线课程能够为您提供下一次面试时可能面临的大量编程挑战。为了为您做好准备,我们投入了3000多个小时来设计挑战,以替代您通常在MOOC中发现的多项选择题。抱歉,在学习算法...或计算机科学中的其他任何知识时,我们都不相信多项选择题!对于您开发和实现的每种算法,我们设计了多个测试来检查其正确性和运行时间-您将不得不调试程序,甚至不知道这些测试是什么!听起来可能很困难,但是我们相信这是真正了解算法工作原理和掌握编程艺术的唯一途径。该专业包含两个现实世界的项目:Big Networks和Genome Assembly。您将分析道路网络和社交网络,并将学习如何计算纽约和旧金山之间的最短路径(比标准最短路径算法快1000倍!)之后,您将学习如何从数百万个短片段中组装基因组DNA以及组装算法如何推动个性化医学的最新发展。

课程大纲

Algorithmic Toolbox
Data Structures
Algorithms on Graphs
Algorithms on Strings

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课程简介

加州大学圣地亚哥分校的数据结构与算法专项课程系列(Data Structures and Algorithms Specialization) ,这个系列包含5门子课程和1门毕业项目课程,包括算法工具箱,数据结构 ,图算法,字符串算法 ,高级算法与算法复杂度,算法毕业项目 等,感兴趣的同学可以关注: Master Algorithmic Programming Techniques-Learn algorithms through programming and advance your software engineering or data science career

课程标签

数据机构 数据结构与算法专项课程 算法 数据结构与算法

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