Deep-Piano

Play The Piano With Deep Learning

prepare your dataset

collect some midi files and put them in the midi folder
run prepare.py, we will count the frequency at which notes are pressed

creat the model

the model uses deep one-dimensional residual dense convolution network to extract time series characteristics

the model predicts the state of 88 keys in 1/64 note time at a time
so the generation process is shown in the following figure

train the model

run train.py
in the case of small amount of data, it is recommended that the sequence length be set to 128

generate piano melody

run predict.py
give the model a short melody, which will produce a melody of similar style

environment

tensorflow-gpu 1.12.0
Keras 2.2.4