Udemy - Graph Theory Algorithms
Udemy - Graph Theory Algorithms

This course provides a complete introduction to Graph Theory algorithms in computer science.


Description

Topics covered in these videos include: how to store and represent graphs on a computer; common graph theory problems seen in the wild; famous graph traversal algorithms (DFS & BFS); Dijkstra's shortest path algorithm (both the lazy and eager version); what a topological sort is, how to find one, and places it's used; learning about detecting negative cycles and finding shortest paths with the Bellman-Ford and Floyd-Warshall algorithms; discovering bridges and articulation points in graphs; understanding and detecting strongly connected components with Tarjan's algorithm, and finally solving the travelling salesman problem with dynamic programming.

Who this course is for:
  • Anybody ready for a deep dive into graph theory!

Course content

  • Graph Theory Algorithms
    • Graph Theory Introduction
    • Problems in Graph Theory
    • Depth First Search algorithm
    • Breadth First Search algorithm
    • Breadth First Search grid shortest path
    • Dijkstra's shortest path algorithm
    • Dijkstra's shortest path algorithm | source code
    • Topological sort algorithm
    • Shortest/longest path on a Directed Acyclic Graph (DAG)
    • Bellman-Ford algorithm
    • Floyd-Warshall all pairs shortest path algorithm
    • Floyd-Warshall all pairs shortest path algorithm | source code
    • Bridges & Articulation points
    • Bridges & Articulation points | source code
    • Tarjan's strongly connected components algorithm
    • Tarjan's strongly connected components algorithm | source code
    • Travelling Salesman problem
    • Travelling Salesman problem | source code
    • Existence of Eulerian path and circuits
    • Eulerian path algorithm
    • Eulerian path source code
    • Max Flow Ford Fulkerson | Network Flow
    • Max Flow Ford Fulkerson | source code
    • Unweighted bipartite matching | Network flow
    • Mice and Owls | Network Flow
    • Elementary Math | Network Flow
    • Edmonds Karp | Network Flow
    • Edmonds Karp | Network Flow | Source Code
    • Capacity Scaling | Network Flow
    • Capacity Scaling | Network Flow | Source Code
    • Dinic's Algorithm | Network Flow
    • Dinic's Algorithm | Network Flow | Source Code


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