Algorithm Design and Analysis

开始时间: 04/22/2022 持续时间: 6-8 weeks

所在平台: Edx

课程主页: https://www.edx.org/course/algorithm-design-and-analysis

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课程详情

How do you optimally encode a text file? How do you find shortest paths in a map? How do you design a communication network? How do you route data in a network? What are the limits of efficient computation?

This course, part of the Computer Science Essentials for Software Development Professional Certificate program, is an introduction to design and analysis of algorithms, and answers along the way these and many other interesting computational questions.

You will learn about algorithms that operate on common data structures, for instance sorting and searching; advanced design and analysis techniques such as dynamic programming and greedy algorithms; advanced graph algorithms such as minimum spanning trees and shortest paths; NP-completeness theory; and approximation algorithms.

After completing this course you will be able to design efficient and correct algorithms using sophisticated data structures for complex computational tasks.

课程大纲

• Discrete Mathematics - sets, functions, relations; proofs, and proofs by induction; Boolean logic
• Basic probability
• Basic knowledge of Java

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