YoVDO

Graph Search, Shortest Paths, and Data Structures

Offered By: Stanford University via Coursera

Tags

Algorithms and Data Structures Courses Dijkstra's Algorithm Courses Data Structures Courses Hash Tables Courses Breadth-First Search Courses Depth-First Search Courses Bloom Filters Courses Heaps Courses

Course Description

Overview

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).

Syllabus

  • Week 1
    • Breadth-first and depth-first search; computing strong components; applications.
  • Week 2
    • Dijkstra's shortest-path algorithm.
  • Week 3
    • Heaps; balanced binary search trees.
  • Week 4
    • Hashing; bloom filters.

Taught by

Tim Roughgarden

Tags

Related Courses

Algorithms for Big Data
Indian Institute of Technology Madras via Swayam Algorithms for Searching, Sorting, and Indexing
University of Colorado Boulder via Coursera Advanced SQL for Data Scientists
LinkedIn Learning Cassandra Data Modeling Essential Training
LinkedIn Learning Algorithms with Prediction
Simons Institute via YouTube