Basic algorithms on tree data structures, binary search trees, self-balancing trees, graph data structures and basic traversal algorithms on graphs. This course also covers advanced topics such as kd-trees for spatial data and algorithms for spatial data.
课程信息
34,184 次近期查看
可灵活调整截止日期
根据您的日程表重置截止日期。
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
高级
Completion of the previous course. Calculus, probability theory: distributions, expectations and moments. Some programming experience with Python.
完成时间大约为34 小时
英语（English）
字幕：英语（English）
您将学到的内容有
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
- Analysis of Algorithms
- Algorithm Design
- Python Programming
- Data Structure Design
- Graphs Algorithms
可灵活调整截止日期
根据您的日程表重置截止日期。
可分享的证书
完成后获得证书
100% 在线
立即开始，按照自己的计划学习。
高级
Completion of the previous course. Calculus, probability theory: distributions, expectations and moments. Some programming experience with Python.
完成时间大约为34 小时
英语（English）
字幕：英语（English）
提供方
科罗拉多大学波德分校
CU-Boulder is a dynamic community of scholars and learners on one of the most spectacular college campuses in the country. As one of 34 U.S. public institutions in the prestigious Association of American Universities (AAU), we have a proud tradition of academic excellence, with five Nobel laureates and more than 50 members of prestigious academic academies.
立即开始攻读硕士学位
此 课程 隶属于 科罗拉多大学波德分校 提供的 100% 在线 Master of Science in Data Science。
如果您被录取参加全部课程，您的课程将计入您的学位学习进程。
授课大纲 - 您将从这门课程中学到什么
完成时间为 10 小时
Binary Search Trees and Algorithms on Trees
In this module, you will learn about binary search trees and basic algorithms on binary search trees. We will also become familiar with the problem of balancing in binary search trees and study some solutions for balanced binary search trees such as Red-Black Trees.
完成时间为 10 小时
5 个视频 （总计 147 分钟）, 9 个阅读材料, 6 个测验
完成时间为 8 小时
Basics of Graphs and Graphs Traversals
In this module, you will learn about graphs and various basic algorithms on graphs such as depth first/breadth first traversals, finding strongly connected components, and topological sorting.
完成时间为 8 小时
7 个视频 （总计 125 分钟）, 6 个阅读材料, 5 个测验
完成时间为 8 小时
Union-Find Data Structures and Spanning Tree Algorithms
Union Find Data-structure with rank compression.
完成时间为 8 小时
5 个视频 （总计 127 分钟）, 5 个阅读材料, 5 个测验
完成时间为 8 小时
Shortest Path Algorithms
In this module, you will learn about:
完成时间为 8 小时
6 个视频 （总计 155 分钟）, 6 个阅读材料, 4 个测验
审阅
- 5 stars80.95%
- 4 stars16.66%
- 3 stars2.38%
来自TREES AND GRAPHS: BASICS的热门评论
由 SK 提供Aug 28, 2021
Great lecturer and course materials. Assignments were fun also
由 AP 提供Mar 29, 2022
I have grade 100% My mail id- freespace644@gmail.com
由 BC 提供Jul 2, 2021
very solid course - would love more programming assignments and tougher final
关于 Data Science Foundations: Data Structures and Algorithms 专项课程
Building fast and highly performant data science applications requires an intimate knowledge of how data can be organized in a computer and how to efficiently perform operations such as sorting, searching, and indexing. This course will teach the fundamentals of data structures and algorithms with a focus on data science applications. This specialization is targeted towards learners who are broadly interested in programming applications that process large amounts of data (expertise in data science is not required), and are familiar with the basics of programming in python. We will learn about various data structures including arrays, hash-tables, heaps, trees and graphs along with algorithms including sorting, searching, traversal and shortest path algorithms.
常见问题
我什么时候能够访问课程视频和作业？
我订阅此专项课程后会得到什么？
有助学金吗？
还有其他问题吗？请访问 学生帮助中心。
