This experiment lets you make music through machine learning. A neural network was trained on many MIDI examples and it learned about musical concepts, building a map of notes and timings. You just play a few notes, and see how the neural net responds.
Built by [Yotam Mann](https://github.com/tambien) with friends on the Magenta and Creative Lab teams at Google . It uses [TensorFlow](https://tensorflow.org), [Tone.js](https://github.com/Tonejs/Tone.js) and open-source tools from the [Magenta](https://magenta.tensorflow.org/) project. Check out more at [A.I. Experiments](https://aiexperiments.withgoogle.com).
A.I. Duet is composed of two parts, the front-end which is in the `static` folder and the back-end which is in the `server` folder. The front-end client creates short MIDI files using the players's input which is sent to a [Flask](http://flask.pocoo.org/) server. The server takes that MIDI input and "continues" it using [Magenta](https://github.com/tensorflow/magenta) and [TensorFlow](https://www.tensorflow.org/) which is then returned back to the client.
A.I. Duet only works with [Python 2.7](https://www.python.org/download/releases/2.7/) and it was tested with Node v6. There are two basic ways of installing A.I. Duet: with Docker or without Docker.
If this does not work, jump down to the [Docker](#docker) installation instructions, which will walk you through installing A.I. Duet within a Docker container.
Then to build and install the front-end Javascript code, first make sure you have [Node.js](https://nodejs.org) 6 installed. And then install of the dependencies of the project and build the code by typing the following in the terminal:
[Docker](https://www.docker.com/) is an open-source containerization software which simplifies installation across various OSes. It is the simplest method to build and install both the front-end and back-end components. Once you have Docker installed, you can just run:
The A.I. Duet supports MIDI keyboard input using [Web Midi API](https://webaudio.github.io/web-midi-api/) and the [WebMIDI](https://github.com/cotejp/webmidi) library.
The piano can also be controlled from your computer keyboard thanks to [Audiokeys](https://github.com/kylestetz/AudioKeys). The center row of the keyboard is the white keys.
Multisampled piano from [Salamander Grand Piano V3](https://archive.org/details/SalamanderGrandPianoV3) by Alexander Holm ([Creative Commons Attribution 3.0](https://creativecommons.org/licenses/by/3.0/)).