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Artificial intelligence in Javascript Game development- Tic Tac Toe AI

person icon DigiFisk (Programming Is Fun)

4.1

Artificial intelligence in Javascript Game development- Tic Tac Toe AI

Artificial intelligence & Javascript 2D Game Development - MinMax algorithm - "Computer vs You" Tic Tac Toe AI game

updated on icon Updated on Apr, 2024

language icon Language - English

person icon DigiFisk (Programming Is Fun)

English [CC]

category icon Development,Data Science and AI ML,Artificial Intelligence

Lectures -88

Resources -4

Duration -9.5 hours

4.1

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Course Description

Artificial intelligence is the fastest growing field right now. 

This course combines Artificial intelligence and Javascript and takes you into the world of 2D game development and creating 2D AI games. 

There are too many job opportunities in this field today, and the scope is huge. Demand for AI programmers is increasing exponentially every day. 

Have you always wanted to learn artificial intelligence? Were you not able to do so because you never knew where to start? Is everything confusing out there? 

Then our course is the perfect solution to your problem. 

In our course,  

-> You'll earn the concepts of artificial intelligence,

-> Delve more into theories and implementation by learning what MiniMax algorithm is, and how to implement it,

-> Apply your new found knowledge to create a fully functional Artificial intelligence that can play a Tic Tac Toe game against expert human players. 

-> All the while learning, and becoming proficient in Javascript, HTML5 canvas, HTML5, CSS3, front end web development and 2D game development. 

Why take this course? 

You'll be able to:

1. Learn the basics of artificial intelligence, its terminologies, the various terms used in the field etc. 

2. Learn what the MiniMax algorithm is and how it's used in developing Zero sum artificial based games in the real world.

3. Learn how to apply the MiniMax algorithm in a 2D web game like Tic Tac Toe 

4. Learn how to create an unbeatable AI opponent in your games 

5. Learn the basics of Javascript and HTML5 canvas and how to apply it in your Tic Tac Toe game project

6. Improve your logical problem solving skills

7. Create a complete dynamic Tic Tac Toe game app with an unbeatable AI with Javascript, HTML5 canvas and css

8. Improve your web app development, web game development & javascript skills

9. Improve your front end design and development skills

10. How to design the game logic for the game and implement it as code

11. Learn HTML5, CSS3 and much more while developing your game

12. Add artificial intelligence to your resume with this project as proof of your knowledge 

How is this course designed? 

I've made this course as easy to understand as possible. I've structured it in such a way that each section will handle one major part of the course. 

Introduction: This is where we'll explain how the game works, it's various features and what we'll be using to achieve the same results.

Module 1: We'll explain the basics of artificial intelligence and it's various terminologies. We'll put the ground work you'll need to understand the further concepts explained in this course. 

Module 2: We'll explain what the MiniMax alrogithm is and how it's implemented. We'll use pictorical and graphical representation to explain the concept with 2 detailed examples. We'll also explain the Pseudocode of the algorithm.

Module 3: We'll explain how the MiniMax algorithm can be implemented in creating an artificial intelligence based player (computer player) for a Tic Tac Toe game. We'll explain the concept with another pictorical representation of the entire process. 

Module 4: We'll delve into Javascript and HTML5 canvas concepts that are related to the project we'll be creating. I'll only cover concepts that we'll need for our game's Javascript code though. If you already know the basics, you can skip this module. 

Module 5: We'll be teaching you how to create the bare bones of the app with HTML5. The result will be a page with all the elements we need in our game, devoid any colors or design elements. After that, we'll "beautify" our app. We'll be using CSS elements to give our game colors and styles. At the end of this module, we'll have a Tic Tac Toe web game that'll look like the final result, albeit one that is not playable yet. 

Module 6: We'll introduce a step by step algorithm that explains what we'll be doing while creating the Javascript part of our code.

Module 7: We'll be delving into Javascript & HTML5 canvas code of our game in this module, and we'll teach you how to make the game playable (let the user draw on the canvas and display the game results) in here. In this part, we'll create the necessary code to make the human player play the game on the app. 

Module 8: This would be the meat of the course. In this module, we'll be applying the MiniMax algorithm with relevant Javascript code to create an artificial intelligence that can play against the human player (the web user). 

This course is for you if:

1. If you like learning by doing rather than hours of boring theoretical lectures. 

2. If you've always been interested in artificial intelligence, but you're intimidated by the sheer amount of information available on the subject. 

3. If you want a simplified way of starting out with artificial intelligence. 

4. If you want to pad your resume with an eye-catching skill, a.k.a applied artificial intelligence. 

5. If you don't want to just learn theories but start applying it to create an application you can brag about in your resume. You'll be learning the concepts of MiniMax algorithm, a very important algorithm in artificial intelligence, while applying it to create your AI based Tic Tac Toe game. What better way to learn a concept that's considered difficult for most people? 

6. If you're a complete newbie to the world of web development, or just programming in general, and would like to start creating software with the help of a beginner-friendly course. You'll learn the basics of everything used in this project (HTM5, CSS3, Javascript, HTML canvas).  We'll be explaining every single line of code we'll be using in this course, so you won't feel lost. 

7. If you have the passion for programming, and know the basics of HTML5 and CSS, but you're stuck on the practical aspects of it. Turn your theoretical knowledge into practical knowledge with our course. 

8. If you want to delve into the exciting world of front end web app development, this course will take you a couple steps further in the right direction.  

9. If you're a Javascript web developer who just wants to try out a new project. Our course welcomes coders of every level, from absolute beginners, to pros. By adding artificial intelligence to this project, we've tried to make it interesting for programmers of every level. 

10. If you want to learn HTML5 based 2D game development.

So, what are you waiting for? Get this course today, and begin your journey into the wonderful world of Artificial Intelligence and web game development!

Goals

What will you learn in this course:

  • Learn the basics of artificial intelligence, its terminologies, the various terms used in the field etc.
  • Learn what the MiniMax algorithm is and how it's used in developing Zero sum artificial based games in the real world.
  • Learn how to apply the MiniMax algorithm in a 2D web game like Tic Tac Toe
  • Learn how to create an unbeatable AI opponent in your games
  • Learn the basics of Javascript and HTML5 canvas and how to apply it in your Tic Tac Toe game project
  • Improve your logical problem solving skills
  • Create a complete dynamic Tic Tac Toe game app with an unbeatable AI with Javascript, HTML5 canvas and css
  • Improve your web app development, web game development & javascript skills
  • Improve your front end design and development skills
  • How to design the game logic for the game and implement it as code
  • Learn HTML5, CSS3 and much more while developing your game
  • Add artificial intelligent to your resume with this project as proof of your knowledge

Prerequisites

What are the prerequisites for this course?

  • A computer and an internet connection to watch this course
  • Ability to use computers and download the free software mentioned in the course
  • A text editor like Notepad or notepad++ or Brackets to write the programs on
Artificial intelligence in Javascript Game development- Tic Tac Toe AI

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
1 Lectures
  • play icon Introduction 05:26 05:26
Artificial intelligence basic terms explanation
7 Lectures
Tutorialspoint
MiniMax algorithm explanation + Pseudocode
9 Lectures
Tutorialspoint
MiniMax for Tic Tac Toe - Explanation + Pseudocode
2 Lectures
Tutorialspoint
HTML and CSS code with explanation for the game
21 Lectures
Tutorialspoint
[OPTIONAL] Javascript & HTML5 Canvas Basic Concepts (related to this project)
20 Lectures
Tutorialspoint
Step by step algorithm for the Javascript code
2 Lectures
Tutorialspoint
Coding the Tic Tac Toe AI in Javascript
12 Lectures
Tutorialspoint
MiniMax algorithm in Javascript
13 Lectures
Tutorialspoint

Instructor Details

DigiFisk (Programming is fun)

DigiFisk (Programming is fun)

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