Coding Challenge #100: Neuroevolution Flappy Bird - Part 2

Channel:

The Coding Train

Subscribers:

1,750,000

Published on April 17, 2018 2:48:40 PM ● Video Link: https://www.youtube.com/watch?v=YtRA6tqgJBc

Game:

Flappy Bird (2013)

Duration: 28:29

67,716 views

1,165

In this challenge, I use my JavaScript neural network library and a genetic algorithm to train an agent to play Flappy Bird. Code: https://thecodingtrain.com/challenges/100-neuroevolution-flappy-bird

p5.js Web Editor Sketches:
🕹️ Neuroevolution Flappy Bird: https://editor.p5js.org/codingtrain/sketches/wb-QHVXBq
🕹️ Neuroevolution Flappy Bird -- Part 5: https://editor.p5js.org/codingtrain/sketches/iyPZnViI9
🕹️ Flappy Bird - Improved code: https://editor.p5js.org/codingtrain/sketches/T_cecG2MD

Other Parts of this Challenge:
📺 Neuroevolution Flappy Bird - Part 1: https://youtu.be/c6y21FkaUqw
📺 Neuroevolution Flappy Bird - Part 3: https://youtu.be/3lvj9jvERvs
📺 Neuroevolution Flappy Bird - Part 4: https://youtu.be/HrvNpbnjEG8
📺 Neuroevolution Flappy Bird - Part 5: https://youtu.be/U9wiMM3BqLU

🎥 Previous video: https://youtu.be/KtPpoMThKUs?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
🎥 Next video: https://youtu.be/fUkF-YLLXeg?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
🎥 All videos: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH

References:
💻 TensorFlow.js: https://js.tensorflow.org/
💻 ml5.js: https://github.com/ml5js
💻 JS Neural Network: https://github.com/CodingTrain/Toy-Neural-Network-JS/
💻 Flappy Bird Clone: https://github.com/CodingTrain/Flappy-Bird-Clone
💻 Neuroevolution documentation: https://github.com/shiffman/NOC-S18/tree/master/week10

Videos:
🚂 Coding Challenge #31: Flappy Bird: https://youtu.be/cXgA1d_E-jY
🚂 My Genetic Algorithm playlist: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6bJM3VgzjNV5YxVxUwzALHV
🚂 My Neural Networks playlist: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6aCibgK1PTWWu9by6XFdCfh

Live Stream Archive:
🔴 Codig Train Live 132: https://youtu.be/ipMekhLS2M0?t=4975s

Related Coding Challenges:
🚂 #29 Smart Rockets in p5.js: https://youtu.be/bGz7mv2vD6g
🚂 #31 Flappy Bird: https://youtu.be/cXgA1d_E-jY
🚂 #41 Clappy Bird: https://youtu.be/aKiyCeIuwn4

Timestamps:
0:00 Part 2 of Flappy Bird--Incorporate a genetic algorithm
2:00 Make a population of birds
4:10 Delete a bird if it hits a pipe
5:57 Write a function for the next generation
7:58 Evaluate the fitness value for each bird
11:55 Pick a new bird
17:35 Write a mutate function
21:06 Pick a new bird based on its fitness
28:03 Conclusion and next steps

Editing by Mathieu Blanchette
Animations by Jason Heglund
Music from Epidemic Sound

🚂 Website: http://thecodingtrain.com/
👾 Share Your Creation! https://thecodingtrain.com/guides/passenger-showcase-guide
🚩 Suggest Topics: https://github.com/CodingTrain/Suggestion-Box
💡 GitHub: https://github.com/CodingTrain
💬 Discord: https://thecodingtrain.com/discord
💖 Membership: http://youtube.com/thecodingtrain/join
🛒 Store: https://standard.tv/codingtrain
🖋️ Twitter: https://twitter.com/thecodingtrain
📸 Instagram: https://www.instagram.com/the.coding.train/

🎥 Coding Challenges: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
🎥 Intro to Programming: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA

🔗 p5.js: https://p5js.org
🔗 p5.js Web Editor: https://editor.p5js.org/
🔗 Processing: https://processing.org

📄 Code of Conduct: https://github.com/CodingTrain/Code-of-Conduct

This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecodingtrain.com/issues/new

#neuralnetwork #reinforcementlearning #geneticalgorithm #evolution #flappybird #javascript #p5js

Other Statistics