EPISODE · Sep 23, 2016 · 5 MIN
Generate Music in TensorFlow
from Siraj Raval
In this video, I go over some of the state of the art advances in music generation coming out of DeepMind. Then we build our own music generation script in Python using Tensorflow and a type of neural network called a Restricted Boltzmann Machine. Congrats to Rohan Verma (Winner) and Chih-Cheng Liang (runner-up) for their classifiers for scientists. The challenge for this video is to generate a happy/upbeat song using the RBM Script. The code for this video is here: https://github.com/llSourcell/Music_Generator_Demo I created a Slack channel for us, sign up here: https://wizards.herokuapp.com/ The WaveNet blogpost with audio samples: https://deepmind.com/blog/wavenet-generative-model-raw-audio/ More on RBMs: http://deeplearning4j.org/restrictedboltzmannmachine.html Another write up on music generation with Neural Networks: http://www.hexahedria.com/2015/08/03/composing-music-with-recurrent-neural-networks/ Interesting Machine Music Generation Project by Google: https://magenta.tensorflow.org/welcome-to-magenta TensorFlow course on Udacity: https://www.udacity.com/course/deep-learning--ud730 Rohan's Classifier (Winner): https://github.com/rhnvrm/galaxy-image-classifier-tensorflow Chih-Cheng's Classifier (Runner-up): https://github.com/ChihChengLiang/tensorflow-night-heron-classifier Please subscribe, like, and comment! You guys are the reason I do this. Thanks so much for watching my videos! If you enjoy my videos, I'd appreciate your support on Patreon :) https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/
What this episode covers
In this video, I go over some of the state of the art advances in music generation coming out of DeepMind. Then we build our own music generation script in Python using Tensorflow and a type of neural network called a Restricted Boltzmann Machine. Congrats to Rohan Verma (Winner) and Chih-Cheng Liang (runner-up) for their classifiers for scientists. The challenge for this video is to generate a happy/upbeat song using the RBM Script. The code for this video is here: https://github.com/llSourcell/Music_Generator_Demo I created a Slack channel for us, sign up here: https://wizards.herokuapp.com/ The WaveNet blogpost with audio samples: https://deepmind.com/blog/wavenet-generative-model-raw-audio/ More on RBMs: http://deeplearning4j.org/restrictedboltzmannmachine.html Another write up on music generation with Neural Networks: http://www.hexahedria.com/2015/08/03/composing-music-with-recurrent-neural-networks/ Interesting Machine Music Generation Project by Google: https://magenta.tensorflow.org/welcome-to-magenta TensorFlow course on Udacity: https://www.udacity.com/course/deep-learning--ud730 Rohan's Classifier (Winner): https://github.com/rhnvrm/galaxy-image-classifier-tensorflow Chih-Cheng's Classifier (Runner-up): https://github.com/ChihChengLiang/tensorflow-night-heron-classifier Please subscribe, like, and comment! You guys are the reason I do this. Thanks so much for watching my videos! If you enjoy my videos, I'd appreciate your support on Patreon :) https://www.patreon.com/user?u=3191693 Follow me: Twitter: https://twitter.com/sirajraval Facebook: https://www.facebook.com/sirajology Instagram: https://www.instagram.com/sirajraval/
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Generate Music in TensorFlow
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