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Artificial Intelligence: Path Finding Algorithms
Rating: 4.8 out of 5(3 ratings)
65 students

Artificial Intelligence: Path Finding Algorithms

Path Finding Algorithms in Python: Depth-first search (DFS) | Breadth-first search (BFS) | A* search algorithm (A*)
Created byMaxime Vandegar
Last updated 7/2022
English

What you'll learn

  • The depth-first algorithm (DFS) and its implementation
  • The breadth-first algorithm (BFS) and its implementation
  • The A* search algorithm and its implementation
  • Artificial intelligence in robotics and video games
  • Tree traversal
  • Graph traversal
  • Python, through practice
  • Data structures, through practice

Course content

5 sections11 lectures1h 23m total length
  • Introduction4:12
  • Getting started11:18
  • Robotic problem4:38

Requirements

  • Basic programming knowledge

Description

In this course, we will discover and implement three main artificial intelligence algorithms for finding paths in grids, graphs or trees.


We will implement:

  • The depth-first-first algorithm (DFS)

  • The breadth-first algorithm (BFS)

  • The A* search algorithm


We will apply these different algorithms to a robotics problem, enabling a robot to find its path in a room. Beyond robotics, these algorithms are ubiquitous and we will implement them in a generic way, allowing you to apply them to other problems.


This course is taught using the Python programming language and requires basic programming skills. If you do not have the required knowledge, I recommend that you brush up on your programming skills by taking a crash course in programming. Although Python is used, we will implement the various algorithms from scratch, which will allow you to easily implement them in other programming languages.


This course is primarily aimed at students, researchers, and developers who would like to add artificial intelligence to their projects, as well as artificial intelligence enthusiasts.


Concepts covered:

  • The depth-first-first algorithm (DFS) and its implementation

  • The breadth-first algorithm (BFS) and its implementation

  • The A* path search algorithm and its implementation

  • Artificial intelligence in robotics and video games

  • Tree traversal (depth and width)

  • Graph traversal


Don't wait any longer before jumping into the world of artificial intelligence!

Who this course is for:

  • Those who are interested in artificial intelligence
  • Developers who want to introduce artificial intelligence into their projects
  • Those who want to implement the main pathfinding algorithms