Packt
Advanced Data Structures and Algorithms
Packt

Advanced Data Structures and Algorithms

包含在 Coursera Plus

深入了解一个主题并学习基础知识。
中级 等级

推荐体验

1 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度
深入了解一个主题并学习基础知识。
中级 等级

推荐体验

1 周 完成
在 10 小时 一周
灵活的计划
自行安排学习进度

您将学到什么

  • Master recursion concepts, including call stacks and tree recursion

  • Implement and analyze searching algorithms like linear and binary search

  • Develop sorting algorithms and assess their performance

  • Execute tree and graph traversal techniques for complex data structures

要了解的详细信息

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作业

8 项作业

授课语言:英语(English)

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积累特定领域的专业知识

本课程是 Data Structures and Algorithms: The Complete Masterclass 专项课程 专项课程的一部分
在注册此课程时,您还会同时注册此专项课程。
  • 向行业专家学习新概念
  • 获得对主题或工具的基础理解
  • 通过实践项目培养工作相关技能
  • 获得可共享的职业证书

该课程共有6个模块

In this module, we will dive deep into the concept of recursion, exploring its mechanisms and applications. You will learn how to trace recursive function calls, understand call stacks, and apply recursion to scenarios such as tree traversals and factorial calculations. By the end of this module, you'll have a strong grasp of recursion's inner workings and practical uses.

涵盖的内容

6个视频2篇阅读材料1个作业1个插件

In this module, we will explore searching algorithms, starting with linear and binary search. You'll learn about the intricacies of binary search, its complexity, and how to implement it iteratively and recursively. By the end, you’ll have the skills to integrate these searching techniques into practical applications.

涵盖的内容

5个视频1个作业1个插件

In this module, we will focus on elementary sorting algorithms, including bubble sort, selection sort, and insertion sort. You'll gain hands-on experience implementing these algorithms and analyzing their performance. By the end of this module, you'll understand the foundational concepts of sorting and how to optimize these techniques.

涵盖的内容

13个视频1个作业1个插件

In this module, we will delve into advanced sorting algorithms, such as quick sort and merge sort. You will learn their complexities, practical implementations, and scenarios where they excel. By mastering these techniques, you will be able to handle large datasets efficiently.

涵盖的内容

6个视频1个作业1个插件

In this module, we will explore the algorithms for traversing binary trees, covering depth-first search and breadth-first search. Through step-by-step implementations, you'll learn how to navigate tree structures effectively and analyze their complexities. By the end, you'll be proficient in tree traversal techniques for data structure problems.

涵盖的内容

8个视频1个作业1个插件

In this module, we will cover graph traversal algorithms, focusing on breadth-first search (BFS) and depth-first search (DFS). You’ll learn how to implement these algorithms, visualize their operations, and analyze their efficiencies. By the end, you’ll be equipped to apply graph traversals in complex data structures.

涵盖的内容

5个视频1篇阅读材料3个作业1个插件

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