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Data Structures Using Python - An Introduction

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Data Structures Using Python - An Introduction

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深入了解一个主题并学习基础知识。
中级 等级

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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

  • Efficiently implement and manipulate arrays, linked lists, stacks, and queues in Python.

  • Develop recursive algorithms and work with binary trees and their traversals.

  • Analyze and solve graph-based problems using adjacency matrices and lists.

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作业

10 项作业

授课语言:英语(English)

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该课程共有9个模块

In this module, we will explore the fundamentals of arrays, including their creation, manipulation, and applications. Starting with 1D arrays, we will cover essential operations such as searching, insertion, deletion, and updating. Then, we will progress to 2D arrays, learning how to access, insert, delete, and update elements, equipping you with the skills to handle data in Python effectively.

涵盖的内容

11个视频1篇阅读材料

In this module, we will dive into Python's versatile data structures: lists, tuples, sets, and dictionaries. You will learn to perform operations like accessing, modifying, and extending lists, as well as unpacking tuples and managing dictionary key-value pairs. This section also introduces set operations, preparing you for efficient data storage and retrieval techniques.

涵盖的内容

24个视频1个作业

In this module, we will cover the essentials of recursion, starting with function basics and progressively building towards recursive solutions. You will learn how to design, implement, and debug recursive algorithms, gaining insights into their utility in solving problems like factorial computation and tree traversal.

涵盖的内容

5个视频1个作业1个插件

In this module, we will delve into linked lists, a dynamic data structure suited for efficient memory usage. You will learn to perform operations such as insertion, deletion, and searching, along with advanced techniques like identifying the middle element and comparing linked lists. This module concludes with memory management techniques like deleting a linked list.

涵盖的内容

7个视频1个作业

In this module, we will explore stacks, a fundamental data structure. You will learn various implementation methods using Python's list, collections, and queue modules. Additionally, you will apply stack operations to solve problems such as ensuring balanced parentheses, preparing you for practical programming challenges.

涵盖的内容

8个视频1个作业1个插件

In this module, we will study queues and their variants, including circular queues. You will learn how to implement queue operations using Python's built-in methods and modules. The focus will also include optimizing space and time complexities for sequential data management.

涵盖的内容

6个视频1个作业1个插件

In this module, we will explore tree structures, starting with basic terminology and progressing to binary trees. You will learn traversal techniques and implement operations to compute height and sum elements. This module lays the groundwork for understanding hierarchical data organization.

涵盖的内容

9个视频1个作业1个插件

In this module, we will focus on binary search trees, a specialized tree structure optimized for searching and data organization. You will learn how to create, search, and insert nodes into a BST, preparing you for applications that require fast and ordered data handling.

涵盖的内容

4个视频1个作业

In this module, we will introduce graphs, one of the most versatile data structures in computer science. You will learn to represent graphs using adjacency matrices and lists, equipping you with the tools to understand and implement graph-based algorithms for real-world problems.

涵盖的内容

3个视频3个作业

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