[tensorflow] 텐서플로로 음악 작곡 : Generate Music in TensorFlow

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_G... 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-gen... More on RBMs: http://deeplearning4j.org/restrictedb... Another write up on music generation with Neural Networks: http://www.hexahedria.com/2015/08/03/... Interesting Machine Music Generation Project by Google: https://magenta.tensorflow.org/welcom... TensorFlow course on Udacity: https://www.udacity.com/course/deep-l... Rohan's Classifier (Winner): https://github.com/rhnvrm/galaxy-imag... Chih-Cheng's Classifier (Runner-up): https://github.com/ChihChengLiang/ten... 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/ Signup for my newsletter for exciting updates in the field of AI: https://goo.gl/FZzJ5w Hit the Join button above to sign up to become a member of my channel for access to exclusive content!

Music Generator Demo

[출처] https://github.com/llSourcell/Music_Generator_Demo

##Overview Use TensorFlow to generate short sequences of music with a Restricted Boltzmann Machine. This is the code for Generate Music in TensorFlow on YouTube.

##Dependencies

• Tensorflow
• pandas
• numpy
• msgpack
• glob
• tqdm

Use pip to install any missing dependencies (i.e pip install msgpack)

##Basic Usage To train the model and create music, simply clone this directory and run

python rbm_chords.py

The training data goes in the pop_music_midi folder. You have to use MIDI files. You can find some here. Training will take 5-10 minutes on a modern laptop. The output will be a collection of midi files. You can combine them together with a script if you'd like.

경축! 아무것도 안하여 에스천사게임즈가 새로운 모습으로 재오픈 하였습니다.
어린이용이며, 설치가 필요없는 브라우저 게임입니다.
https://s1004games.com

##Challenge

The challenge for this video is to create a happy/upbeat MIDI file using this script. You could play with the hyperparameters if you'd like to see what works, choose a happy/upbeat MIDI dataset, or do both. When you're done, upload your clone of this repository whether or not the code is modified with your generated MIDI files included in the repo. Post a link to your code in the comments of the video. I'll mention the winner (the most upbeat sounding MIDI, any of the snippets is fine or if you want you can combine them) in my next video. Good luck!!

##Credits

The credit for this code goes to dshieble i've merely created a wrapper around his code to make it easier to get started.