wmylxmj / Deep-Piano

Play The Piano With Deep Learning 用深度学习弹钢琴 2019-5-22

Deep-Piano

Play The Piano With Deep Learning

view demo here

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