Advanced Algorithms in Java
Online Courses Udemy - Advanced Algorithms in Java, Graph algorithms, breadth-first search, depth-first search, shortest path, arbitrage, strongly connected components
4.5 (729 ratings), Created by Holczer Balazs, English, Spanish [Auto-generated]
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What you'll learn
- Learn about the applications of data structures
- Implement advanced algorithms efficiently
- Able to move towards advanced topics such as machine learning or big data analysis
- Get a good grasp of algorithmic thinking
- Get to know graph algorithms: BFS, DFS, shortest paths and spanning trees
Requirements
- Core Java
- Eclipse IDE
- Internet connection
- Basic knowledge of data structures
Description
This course is about advanced algorithms focusing on graph traversal, shortest path problems, spanning trees and maximum flow problems and a lots of its applications from Google Web Crawler to taking advantage of stock market arbitrage situations.
Section 1:
the basic graph traversal algorithm
breadth-first search algorithm
depth-first search algorithm
Section 2:
shortest path algorithms
Dijkstra's algorithm
Bellman-Ford algorithm
Section 3:
what are spanning trees
union find data structures
Kruskal's algorithm
Prim's algorithm
Section 4:
what are strongly connected components
Kosaraju algorithm
Tarjan algorithm
Section 5:
the famous maximum flow problem
how to reduce most of the hard problems to maximum flow problem
Ford-Fulkerson algorithm
bipartite matching problem
Section 4:
travelling salesman problem (TSP)
how to deal with NP-hard problems
using meta-heuristics: tabu search and simulated annealing
The course is going to take approximately 10 hours to completely but I highly suggest you typing these algorithms out several times in order to get a good grasp of it. You can download the source code of the whole course at the last lecture.
You should definitely take this course if you are interested in advanced topics concerning algorithms. There are a bunch of fields where these methods can be used: from software engineering to scientific research.
Thanks for joining the course, let's get started!
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