The primary topics in this part of the specialization are: data structures (heaps, balanced search trees, hash tables, bloom filters), graph primitives (applications of breadth-first and depth-first search, connectivity, shortest paths), and their applications (ranging from deduplication to social network analysis).
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課程信息
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您將獲得的技能
GraphsData StructureAlgorithmsHash Table
學習Course的學生是
- Machine Learning Engineers
- Software Engineers
- Data Scientists
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教學大綱 - 您將從這門課程中學到什麼
週
1完成時間為 4 小時
Week 1
Breadth-first and depth-first search; computing strong components; applications.
9 個視頻 （總計 162 分鐘）, 4 個閱讀材料, 2 個測驗
9 個視頻
Breadth-First Search (BFS): The Basics14分鐘
BFS and Shortest Paths7分鐘
BFS and Undirected Connectivity13分鐘
Depth-First Search (DFS): The Basics7分鐘
Topological Sort21分鐘
Computing Strong Components: The Algorithm29分鐘
Computing Strong Components: The Analysis26分鐘
Structure of the Web [Optional]18分鐘
4 個閱讀材料
Week 1 Overview10分鐘
Overview, Resources, and Policies10分鐘
Lecture slides10分鐘
Optional Theory Problems (Week 1)10分鐘
2 個練習
Problem Set #110分鐘
Programming Assignment #12分鐘
週
2完成時間為 2 小時
Week 2
Dijkstra's shortest-path algorithm.
4 個視頻 （總計 79 分鐘）, 2 個閱讀材料, 2 個測驗
4 個視頻
Dijkstra's Algorithm: Examples12分鐘
Correctness of Dijkstra's Algorithm19分鐘
Dijkstra's Algorithm: Implementation and Running Time26分鐘
2 個閱讀材料
Week 2 Overview10分鐘
Optional Theory Problems (Week 2)10分鐘
2 個練習
Problem Set #210分鐘
Programming Assignment #22分鐘
週
3完成時間為 3 小時
Week 3
Heaps; balanced binary search trees.
9 個視頻 （總計 142 分鐘）, 1 個閱讀材料, 2 個測驗
9 個視頻
Heaps: Operations and Applications18分鐘
Heaps: Implementation Details [Advanced - Optional]20分鐘
Balanced Search Trees: Operations and Applications10分鐘
Binary Search Tree Basics, Part I13分鐘
Binary Search Tree Basics, Part II30分鐘
Red-Black Trees21分鐘
Rotations [Advanced - Optional]7分鐘
Insertion in a Red-Black Tree [Advanced]14分鐘
1 個閱讀材料
Week 3 Overview10分鐘
2 個練習
Problem Set #310分鐘
Programming Assignment #32分鐘
週
4完成時間為 4 小時
Week 4
Hashing; bloom filters.
9 個視頻 （總計 171 分鐘）, 3 個閱讀材料, 3 個測驗
9 個視頻
Hash Tables: Implementation Details, Part I18分鐘
Hash Tables: Implementation Details, Part II22分鐘
Pathological Data Sets and Universal Hashing Motivation21分鐘
Universal Hashing: Definition and Example [Advanced - Optional]25分鐘
Universal Hashing: Analysis of Chaining [Advanced - Optional]18分鐘
Hash Table Performance with Open Addressing [Advanced - Optional]15分鐘
Bloom Filters: The Basics15分鐘
Bloom Filters: Heuristic Analysis13分鐘
3 個閱讀材料
Week 4 Overview10分鐘
Optional Theory Problems (Week 4)10分鐘
Info and FAQ for final exam10分鐘
3 個練習
Problem Set #410分鐘
Programming Assignment #42分鐘
Final Exam20分鐘
4.8
136 個審閱38%
完成這些課程後已開始新的職業生涯
45%
通過此課程獲得實實在在的工作福利
來自Graph Search, Shortest Paths, and Data Structures的熱門評論
Interesting problems and explanations. But mathematical analysis is going off of my mind. It has very good explanation. Not sure, whether I can carry forward that knowledge or not.
Focused on principles and motivations behind algorithms. You might forget an algorithm you learned, but you will definitely be able to come up with one quickly after this course.
講師
Tim Roughgarden
ProfessorComputer Science
關於 斯坦福大学
The Leland Stanford Junior University, commonly referred to as Stanford University or Stanford, is an American private research university located in Stanford, California on an 8,180-acre (3,310 ha) campus near Palo Alto, California, United States.
關於 算法 專項課程
Algorithms are the heart of computer science, and the subject has countless practical applications as well as intellectual depth. This specialization is an introduction to algorithms for learners with at least a little programming experience. The specialization is rigorous but emphasizes the big picture and conceptual understanding over low-level implementation and mathematical details. After completing this specialization, you will be well-positioned to ace your technical interviews and speak fluently about algorithms with other programmers and computer scientists.
About the instructor: Tim Roughgarden has been a professor in the Computer Science Department at Stanford University since 2004. He has taught and published extensively on the subject of algorithms and their applications.
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