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Algorithms and Problem Solving with Advanced Techniques

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Packt

Algorithms and Problem Solving with Advanced Techniques

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

  • Learn how to solve complex problems using dynamic programming techniques.

  • Understand greedy algorithms and their application in optimization problems.

  • Master graph algorithms, including BFS, DFS, and shortest path techniques.

  • Gain expertise in bitwise operations to solve optimization and number-based problems.

要了解的详细信息

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最近已更新!

May 2026

作业

7 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

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在注册此课程时,您还会同时注册此专项课程。
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  • 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5个模块

In this module, we will introduce you to dynamic programming as a technique to break complex problems into simpler subproblems. You will learn how to apply both top-down and bottom-up approaches to solve various challenges, optimizing solutions using previously computed results.

涵盖的内容

17个视频2篇阅读材料1个作业

In this module, we will explore the concept of greedy algorithms, a class of algorithms that make locally optimal choices at each step. You will learn to identify when greedy strategies can provide optimal or near-optimal solutions to a problem.

涵盖的内容

1个视频1个作业

In this module, we will dive into the world of graphs, examining their various types and structures. You will learn graph traversal techniques such as BFS and DFS and explore advanced algorithms like Dijkstra’s and Bellman-Ford for shortest paths, as well as Prim’s for minimum spanning trees.

涵盖的内容

41个视频1个作业

In this module, we will cover the powerful backtracking technique, enabling you to explore all potential solutions to problems by undoing steps when necessary. Through hands-on examples like N Queens and Combination Sum, you will develop the skills to apply backtracking in algorithm design.

涵盖的内容

5个视频1个作业

In this module, we will introduce you to bitwise operations, which allow you to manipulate numbers at the bit level. You will learn how to leverage bit magic to solve problems efficiently, including detecting duplicates, reversing integers, and counting bits.

涵盖的内容

10个视频1篇阅读材料3个作业

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