Data Structures and Algorithms Specialization

所在平台: Coursera专项课程 课程类别: 其他类别 大学或机构: CourseraNew

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

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课程简介

课程名称：数据结构与算法专业课程 课程概述：该专业课程由科罗拉多大学博尔德分校提供，专注于算法设计和分析，以及数据结构的应用。课程内容涵盖算法的基本设计技术、排序、搜索、索引算法，树与图的基础，动态规划，贪心算法，线性编程与近似算法，以及高级数据结构和量子算法。学习这些内容将帮助学生掌握有效解决复杂问题的技巧，并为进一步的计算机科学学习奠定基础。 课程大纲： 1. **搜索、排序和索引的算法**：学习算法设计和分析的基础，为使用不同的排序和搜索技术打下基础。 [课程链接](https://www.coursera.org/learn/algorithms-searching-sorting-indexing) 2. **树和图的基础**：介绍与树数据结构相关的基本算法，二叉搜索树，自平衡树等。 [课程链接](https://www.coursera.org/learn/trees-graphs-basics) 3. **动态规划与贪心算法**：讲授经典的算法设计技巧，包括分治法和动态规划等。 [课程链接](https://www.coursera.org/learn/dynamic-programming-greedy-algorithms) 4. **近似算法与线性编程**：继续深入数据结构与算法专业，重点关注近似算法及其应用。 [课程链接](https://www.coursera.org/learn/linear-programming-and-approximation-algorithms) 5. **高级数据结构、RSA与量子算法**：介绍基于数论的密码学、量子算法基础以及高级数据结构。 [课程链接](https://www.coursera.org/learn/advanced-data-structures-rsa-and-quantum-algorithms) 通过这些课程，学生将能够系统掌握数据结构与算法的知识，为未来的计算机科学事业做好准备。

课程大纲

Course Link: https://www.coursera.org/learn/algorithms-searching-sorting-indexing

Name:Algorithms for Searching, Sorting, and Indexing

Description:Offered by University of Colorado Boulder. This course covers basics of algorithm design and analysis, as well as algorithms for sorting ... Enroll for free.

Course Link: https://www.coursera.org/learn/trees-graphs-basics

Name:Trees and Graphs: Basics

Description:Offered by University of Colorado Boulder. Basic algorithms on tree data structures, binary search trees, self-balancing trees, graph data ... Enroll for free.

Course Link: https://www.coursera.org/learn/dynamic-programming-greedy-algorithms

Name:Dynamic Programming, Greedy Algorithms

Description:Offered by University of Colorado Boulder. This course covers basic algorithm design techniques such as divide and conquer, dynamic ... Enroll for free.

Course Link: https://www.coursera.org/learn/linear-programming-and-approximation-algorithms

Name:Approximation Algorithms and Linear Programming

Description:Offered by University of Colorado Boulder. This course continues our data structures and algorithms specialization by focussing on the use ... Enroll for free.

Course Link: https://www.coursera.org/learn/advanced-data-structures-rsa-and-quantum-algorithms

Name:Advanced Data Structures, RSA and Quantum Algorithms

Description:Offered by University of Colorado Boulder. Introduces number-theory based cryptography, basics of quantum algorithms and advanced ... Enroll for free.

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