0

Explore Products

Best Sellers

New Releases

Books

Videos

Audiobooks

Free Learning

Hands-On Music Generation with Magenta

You're reading from Hands-On Music Generation with Magenta Explore the role of deep learning in music generation and assisted music composition

Product type Paperback

Published in Jan 2020

Publisher

ISBN-13 9781838824419

Length 360 pages

Edition 1st Edition

Languages

Python

Tools

Magenta

Concepts

Deep Learning

Author (1):

Alexandre DuBreuil

View More author details

Table of Contents (16) Chapters

Preface

1. Section 1: Introduction to Artwork Generation

2. Introduction to Magenta and Generative Art FREE CHAPTER

3. Section 2: Music Generation with Machine Learning

4. Generating Drum Sequences with the Drums RNN

5. Generating Polyphonic Melodies

6. Latent Space Interpolation with MusicVAE

7. Audio Generation with NSynth and GANSynth

8. Section 3: Training, Learning, and Generating a Specific Style

9. Data Preparation for Training

10. Training Magenta Models

11. Section 4: Making Your Models Interact with Other Applications

12. Magenta in the Browser with Magenta.js

13. Making Magenta Interact with Music Applications

14. Assessments

15. Other Books You May Enjoy

Leave a review - let other readers know what you think

Questions

What is the main use of the encoder and decoder pair in AE and what is a major shortcoming of such design?
How is the loss function defined in AE?
What is the main improvement in VAE on AE, and how is that achieved?
What is KL divergence and what is its impact on the loss function?
What is the code to sample z with a batch size of 4 and z size of 512?
What is the usage of the slerp method during interpolation?

The rest of the chapter is locked

Register for a free Packt account to unlock a world of extra content!

A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.

Unlock this book and the full library FREE for 7 days

Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of

Start free trial

Renews at $19.99/month. Cancel anytime

Authors (1)

DuBreuil

DuBreuil

Alexandre DuBreuil is a software engineer and generative music artist. Through collaborations with bands and artists, he has worked on many generative art projects, such as generative video systems for music bands in concerts that create visuals based on the underlying musical structure, a generative drawing software that creates new content based on a previous artist's work, and generative music exhibits in which the generation is based on real-time events and data. Machine learning has a central role in his music generation projects, and Alexandre has been using Magenta since its release for inspiration, music production, and as the cornerstone for making autonomous music generation systems that create endless soundscapes.

See other products by DuBreuil

Other recommended products

Related to this chapter

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

The Music Producer’s Ultimate Guide to FL Studio 20

The Music Producer’s Ultimate Guide to FL Studio 20

FL Studio is an easy-to-use and powerful workstation for creating professional music. You'll explore FL Studio's vast array of plugins and discover a variety of music production tips and tricks. The book will show you how to utilize cutting-edge tools to fuel your creative ideas, mix songs, and publish music like a pro.

Feb 2021 11h 12m

Personalised recommendations for you

Based on your interests and search pattern

Modern Computer Vision with PyTorch

Modern Computer Vision with PyTorch

This book provides a hands-on approach to solving over 30 prominent real-world computer vision problems using PyTorch 2.x on actual datasets. Here you'll learn to build a neural network from scratch and optimize hyperparameters, perform image classification, multi-object detection, segmentation, and more. You'll also explore facial expression manipulation and combining CV with NLP and RL techniques, build generative AI applications, and take your model to production on AWS. By the end of this book, you'll master modern NN architectures and confidently solve real-world CV problems.

Jun 2024 24h 52m

Modern Computer Vision with PyTorch

Modern Computer Vision with PyTorch

This book provides a hands-on approach to solving over 30 prominent real-world computer vision problems using PyTorch 2.x on actual datasets. Here you'll learn to build a neural network from scratch and optimize hyperparameters, perform image classification, multi-object detection, segmentation, and more. You'll also explore facial expression manipulation and combining CV with NLP and RL techniques, build generative AI applications, and take your model to production on AWS. By the end of this book, you'll master modern NN architectures and confidently solve real-world CV problems.

Jun 2024 24h 52m

Data Governance Handbook

Data Governance Handbook

This book provides a highly focused view of real business outcomes powered by data governance, that resonate with non-data executives such as CFOs and CEOs. You'll also find useful insights into how to implement data governance initiatives.

May 2024 13h 8m

Data Engineering with Databricks Cookbook

Data Engineering with Databricks Cookbook

This book shows you how to use Apache Spark, Delta Lake, and Databricks to build data pipelines, manage and transform data, optimize performance, and more. Additionally, you'll implement DataOps and DevOps practices, and orchestrate data workflows.

May 2024 14h 36m

Azure Data Engineer Associate Certification Guide

Azure Data Engineer Associate Certification Guide

Unlock the power of Azure data engineering with this certification guide, elevating your skills in data processing, storage, and security with the help of practical insights, hands-on exercises, and the latest advancements.

May 2024 18h 16m

Microsoft Power BI Cookbook

Microsoft Power BI Cookbook

Microsoft Power BI is the most sought-after platform for BI professionals' visualization needs. Explore the latest Power BI features, future AI enhancements, and integration with other Power Platform tools via new recipes in this updated edition.

Jul 2024 19h 56m

Python Data Cleaning Cookbook

Python Data Cleaning Cookbook

The book shows you how to clean, wrangle, and view data from multiple perspectives, including dataset and column attributes. You will cover common and not-so-common challenges that are faced while cleaning messy data for complex situations and learn to manipulate data to get it down to a form that can be useful for making the right decisions.

May 2024 16h 12m

Microsoft Azure AI Fundamentals AI-900 Exam Guide

Microsoft Azure AI Fundamentals AI-900 Exam Guide

This AI-900 study guide will help you prepare and practice for the certification exam. You'll delve into AI workloads, ML principles, computer vision, NLP, knowledge mining, and generative AI using Azure cloud services.

May 2024 9h 36m

Using Stable Diffusion with Python

Using Stable Diffusion with Python

This book shows you how to use Python to control Stable Diffusion and generate high-quality images. In addition to covering the basic usage of the diffusers package, the book provides solutions for extending the package for more advanced purposes.

Jun 2024 11h 44m

Getting Started with DuckDB

Getting Started with DuckDB

This hands-on book teaches you to analyze large datasets with blazing speed and ease. You will learn how to use DuckDB to quickly load, query, transform, analyze, and visualize data effectively through a series of practical examples.

Jun 2024 12h 44m

Databricks Certified Associate Developer for Apache Spark Using Python

Databricks Certified Associate Developer for Apache Spark Using Python

This guide gets you ready for certification with expert-backed content, key exam concepts, and topic reviews. Additionally, you'll be able to make the most of Apache Spark 3.0 to modernize workloads and more using specific tools and techniques.