1. 程式人生 > >Coursera DeepLearning Sequence Model week2 Improvise a Jazz Solo with an LSTM Network

Coursera DeepLearning Sequence Model week2 Improvise a Jazz Solo with an LSTM Network

Improvise a Jazz Solo with an LSTM Network

Welcome to your final programming assignment of this week! In this notebook, you will implement a model that uses an LSTM to generate music. You will even be able to listen to your own music at the end of the assignment.

You will learn to:
- Apply an LSTM to music generation.
- Generate your own jazz music with deep learning.

Please run the following cell to load all the packages required in this assignment. This may take a few minutes.

from __future__ import print_function
import IPython
import sys
from music21 import *
import numpy as np
from grammar import *
from qa import *
from preprocess import * 
from music_utils import
* from data_utils import * from keras.models import load_model, Model from keras.layers import Dense, Activation, Dropout, Input, LSTM, Reshape, Lambda, RepeatVector from keras.initializers import glorot_uniform from keras.utils import to_categorical from keras.optimizers import Adam from keras import
backend as K
Using TensorFlow backend.

1 - Problem statement

You would like to create a jazz music piece specially for a friend’s birthday. However, you don’t know any instruments or music composition. Fortunately, you know deep learning and will solve this problem using an LSTM netwok.

You will train a network to generate novel jazz solos in a style representative of a body of performed work.

1.1 - Dataset

You will train your algorithm on a corpus of Jazz music. Run the cell below to listen to a snippet of the audio from the training set:

IPython.display.Audio('./data/30s_seq.mp3')
            <audio controls="controls" >
                <source src="data:audio/mpeg;base64,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