Packt

Advanced Data Structures and Algorithm Optimization

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Packt

Advanced Data Structures and Algorithm Optimization

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

  • Apply recursion and backtracking techniques to systematically explore solution spaces and solve complex combinatorial problems efficiently.

  • Design and analyze tree-based algorithms, including binary trees and BSTs, for traversal, optimization, and hierarchical problem solving.

  • Master dynamic programming and greedy strategies to optimize overlapping subproblems and improve computational efficiency.

  • Solve graph-based and bit manipulation problems using advanced techniques for traversal, optimization, and performance tuning.

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最近已更新!

May 2026

作业

10 项作业

授课语言:英语(English)

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该课程共有8个模块

In this module, we will introduce recursion and backtracking, powerful techniques used for exploring multiple possibilities in problem-solving. You will learn to implement these strategies to solve problems like generating subsets and finding solutions to the N Queens puzzle.

涵盖的内容

5个视频2篇阅读材料1个作业

In this module, we will dive into binary trees, covering essential concepts such as tree traversals, depth, and balancing. By solving problems like maximum depth and symmetric trees, you'll build a strong foundation in binary tree manipulations.

涵盖的内容

17个视频1个作业

In this module, we will explore binary search trees (BST), focusing on their unique properties and efficient search methods. You'll learn to implement key BST operations and solve related problems like validating BSTs and finding common ancestors.

涵盖的内容

4个视频1个作业

In this module, we will introduce heaps and their properties, discussing both max-heaps and min-heaps. You’ll practice implementing heaps and using them to solve problems like finding the kth largest element in an array.

涵盖的内容

5个视频1个作业

In this module, we will dive into dynamic programming techniques, learning how to optimize solutions for problems with overlapping subproblems. You’ll tackle various DP problems like finding the longest increasing subsequence and minimizing costs.

涵盖的内容

10个视频1个作业

In this module, we will explore greedy algorithms, focusing on problems where making local optimal choices leads to an overall optimal solution. You’ll understand the power of greedy strategies and apply them to practical problems.

涵盖的内容

1个视频1个作业

In this module, we will explore bit manipulation techniques, which are crucial for optimizing algorithmic performance. You’ll learn to use bitwise operators to solve problems like dividing integers and finding missing numbers efficiently.

涵盖的内容

6个视频1个作业

In this module, we will dive into graph algorithms, covering techniques for solving problems like counting islands and determining network delay. You’ll learn to apply graph traversal methods to address real-world challenges in various domains.

涵盖的内容

7个视频1篇阅读材料3个作业

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