Master Snake AI with NEUROEVOLUTION: Build NEAT from Scratch in C++ 🐍

Dive into Coding Quests Episode 1 as we implement the NEAT algorithm from scratch in C++, teaching a snake to learn through neuroevolution. Perfect for AI enthusiasts and programmers!

Master Snake AI with NEUROEVOLUTION: Build NEAT from Scratch in C++ 🐍
Tech With Nikola
39.7K views β€’ Oct 4, 2023
Master Snake AI with NEUROEVOLUTION: Build NEAT from Scratch in C++ 🐍

About this video

🎬 Coding Quests Episode 1: Implementing the NEAT Algorithm from scrach in C++ 🎬

πŸ” What's this video about?

I was reading a lot about genetics lately, so I got inspired to write code on that topic. I actually wanted to build a simulation with creatures that are evolving over time because I saw multiple videos on that topic and they looked fun. However, I ended up implementing the NEAT algorithm because I was very curious how it works in detail.

I also trained 2D snake AI and I got some surprising results that I'd like to share. For the end, I played a bit with "genetic engineering".

Full source code is available for Patreon supporters: https://www.patreon.com/posts/source-code-neat-91016984

Official NEAT whitepaper: https://nn.cs.utexas.edu/downloads/papers/stanley.cec02.pdf

πŸš€ If you found this video helpful, don't forget to like, share, and subscribe for more tech tutorials!

πŸ”— If you enjoy this video, please like, share, and subscribe!

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Timecodes
00:00 Intro
00:56 Neural Networks
03:43 Genetic Algorithms
05:46 NEAT genotype and phenotype
06:18 NEAT Crossover + impl
08:35 NEAT Mutations + impl
11:16 NEAT implementation
15:32 Snake Engine
16:33 Snake UI
19:19 Fitness Function
20:33 Training (food)
20:59 Training (wall)
22:18 Training (snake body)
23:33 NEAT Species
25:44 Genetic Engineering
27:52 Outro

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Video Information

Views

39.7K

Likes

1.7K

Duration

28:08

Published

Oct 4, 2023

User Reviews

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