AI in video games

START

Conclusion

06.

AI IN VIDEO GAMES

01.

Introduction

02.

History

03.

Cases of AI in video games

04.

AI playing video games (Rocket league

05.

Problems of AI in rocket league

"Video games are the closest thing to life. To understand how a person thinks, you don't just look at what they say or what they do, but you look at what they choose to do in a complex world with constraints and opportunities. That's where artificial intelligence becomes truly interesting." - Rich Hilleman, Chief Creative Officer at Electronic Arts

History of AI in Video Games

1951

2010's

Now

One of the first case of AI in video games

AI in multiplayers game

Data

Dota2, RocketLeague,...

Data

NIM mathematical strategy game

AI creating games

Amuletum Amoris3D RPG game

Data

AI PLAYING VIDEO GAMES

In rocket league

Each rank and the player base :

What is Rocket League

a great game

Very competitive game :

They are a community of Machine Learning scientists, engineers and enthusiasts with a passion for making bots and playing the game Rocket League

https://rlgym.org/docs-page.html

RLgym

https://rlgym.org/docs-page.html

https://www.twitch.tv/rlgym

Machine learning

The neural network

Set of algorithms that seek to imitate the human brain.

Goals :

- recognize patterns- learn - improve

Rewards :

Reinforcement Learning

long but efficient

reinforcement learning here :

- Goal : hight reward- Hit the ball : small reward - Hit the ball in the air : mediaum reward - ...

Nexto won all 4 matches

Score in 1v 2 versus Nexto :

Professional player

Nexto won 3 matches on 4

Score in 1v 2 versus Nexto :

Professional player

Nexto won all 4 matches

Score in 1v 2 versus Nexto :

Nexto

all the can be found on ytb

Kaydop

Fairy preak

Chaussette45

Professional player

Data

3 times world champion

Data

Data

2 times world championand one of the best player in 1v1

What problemes can this kind of ai bring ?

still In rocket league

AI in real games

GarretG is one of the best playeur in america.

Conclusions

Good but not that good ?

Great for creating and to improve NPC's but dangerous for competitive multiplayer games >:(