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Hands-on Tutorials, Deep Learning
Music Generation Through Deep Neural Networks
Creative application of Machine Learning
Deep Learning has improved many aspects of our lives, in ways both obvious and subtle. Deep learning plays a key role in processes such as movie recommendation systems, spam detection, and computer vision. Though there is ongoing discussion around deep learning as a black box and the difficulty of training, there is huge potential for it in a wide variety of fields including medicine, virtual assistants, and eCommerce.
One fascinating area in which deep learning can play a role is at the intersection of art and technology. To explore this idea further, in this article we will look at machine learning music generation via deep learning processes, a field many assume is beyond the scope of machines (and another interesting area of fierce debate!).
Contents
- Music Representation for Machine Learning Models
- Music Dataset
- Data Processing
- Model Selection
- Many-Many RNN
- Time Distributed Dense Layer
- Stateful
- Dropout layers
- Softmax layer
