University of Colorado Boulder
Foundations of Data Structures and Algorithms 专项课程
University of Colorado Boulder

Foundations of Data Structures and Algorithms 专项课程

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深入学习学科知识
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6 月 完成
在 10 小时 一周
灵活的计划
自行安排学习进度
深入学习学科知识
4.7

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推荐体验

6 月 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

  • Organize, store and process data efficiently using sophisticated data structures and algorithms

  • Design algorithms and analyze their complexity in terms of running time and space usage

  • Create applications that are supported by highly efficient algorithms and data structures for the task at hand

要了解的详细信息

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授课语言:英语(English)

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专业化 - 5门课程系列

您将学到什么

  • Explain fundamental concepts for algorithmic searching and sorting

  • Describe heap data structures and analyze heap components, such as arrays and priority queues

  • Design basic algorithms to implement sorting, selection, and hash functions in heap data structures

您将获得的技能

类别:Algorithms
类别:Data Structures
类别:Analysis
类别:Probability & Statistics
类别:Pseudocode
类别:Big Data
类别:Computational Thinking
类别:Python Programming
类别:Computer Programming
Trees and Graphs: Basics

Trees and Graphs: Basics

第 2 门课程34小时

您将学到什么

  • Define basic tree data structures and identify algorithmic functions associated with them

  • Execute traversals and create graphs within a binary search tree structure

  • Describe strongly connected components in graphs

您将获得的技能

类别:Data Structures
类别:Graph Theory
类别:Algorithms
类别:Computational Thinking
类别:Tree Maps
类别:Network Analysis
类别:Python Programming
Dynamic Programming, Greedy Algorithms

Dynamic Programming, Greedy Algorithms

第 3 门课程38小时

您将学到什么

  • Describe basic algorithm design techniques

  • Create divide and conquer, dynamic programming, and greedy algorithms

  • Understand intractable problems, P vs NP and the use of integer programming solvers to tackle some of these problems

您将获得的技能

类别:Algorithms
类别:Theoretical Computer Science
类别:Analysis
类别:Programming Principles
类别:Computational Thinking
类别:Advanced Mathematics
类别:Computer Science
类别:Computer Programming
类别:Data Analysis
类别:Mathematical Theory & Analysis
类别:Data Structures
类别:Program Development
类别:Python Programming

您将学到什么

  • Formulate linear and integer programming problems for solving commonly encountered optimization problems.

  • Develop a basic understanding of how linear and integer programming problems are solved.

  • Understand how approximation algorithms compute solutions that are guaranteed to be within some constant factor of the optimal solution

您将获得的技能

类别:Algorithms
类别:Python Programming
类别:Theoretical Computer Science
类别:Graph Theory
类别:Combinatorics
类别:Operations Research
类别:Mathematical Modeling
类别:Computational Thinking
类别:Applied Mathematics

您将学到什么

  • Explore how basic number-theoretic concepts are used to build the RSA crypto-system.

  • Examine the foundations of quantum computation and its basic building blocks.

  • Explore how quantum computers can be used to break the RSA cryptosystem.

  • Explore the differences between classical and quantum algorithms.

您将获得的技能

类别:Algorithms
类别:Cryptography
类别:Arithmetic
类别:Encryption
类别:Data Structures
类别:Public Key Cryptography Standards (PKCS)
类别:Computational Thinking
类别:Computer Science
类别:Data Storage Technologies
类别:Python Programming
类别:Theoretical Computer Science
类别:Linear Algebra

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攻读学位

专项课程 是 University of Colorado Boulder提供的以下学位课程的一部分。如果您被录取并注册,您已完成的课程可计入您的学位学习,您的学习进度也可随之转移。

 

位教师

Sriram Sankaranarayanan
University of Colorado Boulder
5 门课程90,728 名学生

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