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Coding Challenge #100: Neuroevolution Flappy Bird - Part 1 Analytics Table
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About Coding Challenge #100: Neuroevolution Flappy Bird - Part 1
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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: ๐น๏ธ Neuroevolution Flappy Bird: https://editor.p5js.org/codingtrain/sketches/wb-QHVXBq ๐น๏ธ Neuroevolution Flappy Bird -- Part 5: https://editor.p5js.org/codingtrain/sketches/iyPZnViI9 ๐น๏ธ Flappy Bird - Improved code: https://editor.p5js.org/codingtrain/sketches/T_cecG2MD Other Parts of this Challenge: ๐บ Neuroevolution Flappy Bird - Part 2: https://youtu.be/YtRA6tqgJBc ๐บ Neuroevolution Flappy Bird - Part 3: https://youtu.be/3lvj9jvERvs ๐บ Neuroevolution Flappy Bird - Part 4: https://youtu.be/HrvNpbnjEG8 ๐บ Neuroevolution Flappy Bird - Part 5: https://youtu.be/U9wiMM3BqLU ๐ฅ Previous video: https://youtu.be/KtPpoMThKUs?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH ๐ฅ Next video: https://youtu.be/fUkF-YLLXeg?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH ๐ฅ All videos: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH References: ๐ป TensorFlow.js: https://js.tensorflow.org/ ๐ป ml5.js: https://github.com/ml5js ๐ป JS Neural Network: https://github.com/CodingTrain/Toy-Neural-Network-JS/ ๐ป Flappy Bird Clone: https://github.com/CodingTrain/Flappy-Bird-Clone ๐ป Neuroevolution documentation: https://github.com/shiffman/NOC-S18/tree/master/week10 Videos: ๐ Coding Challenge #31: Flappy Bird: https://youtu.be/cXgA1d_E-jY ๐ My Genetic Algorithm playlist: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6bJM3VgzjNV5YxVxUwzALHV ๐ My Neural Networks playlist: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6aCibgK1PTWWu9by6XFdCfh Live Stream Archive: ๐ด Coding Train Live 132: https://youtu.be/ipMekhLS2M0?t=2934s Related Coding Challenges: ๐ #29 Smart Rockets in p5.js: https://youtu.be/bGz7mv2vD6g ๐ #31 Flappy Bird: https://youtu.be/cXgA1d_E-jY ๐ #41 Clappy Bird: https://youtu.be/aKiyCeIuwn4 Timestamps: 0:00 Introducing today's topic: Flappy Birds 1:44 Pieces of the Code 4:11 Reinforcement Learning 6:45 Make multiple birds that make random decisions and use a genetic algorithm 7:40 Each Bird object will have its own neural network "brain" 9:40 The architecture for the neural network 14:03 Write a think function 16:04 Code the inputs 19:00 Find the closest pipe 22:22 Summary and next steps Editing by Mathieu Blanchette Animations by Jason Heglund Music from Epidemic Sound ๐ Website: http://thecodingtrain.com/ ๐พ Share Your Creation! https://thecodingtrain.com/guides/passenger-showcase-guide ๐ฉ Suggest Topics: https://github.com/CodingTrain/Suggestion-Box ๐ก GitHub: https://github.com/CodingTrain ๐ฌ Discord: https://thecodingtrain.com/discord ๐ Membership: http://youtube.com/thecodingtrain/join ๐ Store: https://standard.tv/codingtrain ๐๏ธ Twitter: https://twitter.com/thecodingtrain ๐ธ Instagram: https://www.instagram.com/the.coding.train/ ๐ฅ Coding Challenges: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH ๐ฅ Intro to Programming: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA ๐ p5.js: https://p5js.org ๐ p5.js Web Editor: https://editor.p5js.org/ ๐ Processing: https://processing.org ๐ 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
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