Deep and Shallow: Machine Learning in Music and Audio

This book provides a comprehensive introduction to music theory, covering topics such as sound, notation, harmony, melody, rhythm, and instrumentation. It combines signals and language models to explore how sound can be represented and manipulated by computer systems, and includes guided programming activities to help readers familiarise themselves with the discussed theory.

Format: Hardback
Length: 328 pages
Publication date: 08 December 2023
Publisher: Taylor & Francis Ltd

Here is the rephrased text:

Music is a captivating art form that encompasses a wide range of foundational ideas. From the physical and mathematical properties of sound to the symbolic representations that convey meaning, music explores the depths of human expression and creativity. In this comprehensive guide, we will delve into the core concepts of music, providing a holistic overview that will empower you to understand and appreciate this intricate discipline.

Sound is the fundamental building block of music. It is a vibration that propagates through the air, and it can be perceived by our ears as a series of waves. The properties of sound, such as frequency, amplitude, and duration, determine its characteristics and impact on our emotions. Understanding the physical aspects of sound is crucial for musicians and engineers alike, as it allows them to manipulate and create sounds that evoke specific emotions or convey particular messages.

Mathematics plays a vital role in music as well. The study of harmony, rhythm, and melody involves mathematical concepts such as intervals, chords, and scales. These mathematical structures provide a framework for composers to create complex and beautiful melodies, harmonies, and rhythms. By understanding the mathematical foundations of music, musicians can develop a deeper understanding of the relationships between different sounds and create compositions that are both harmonious and expressive.

Symbolism is another essential aspect of music. Music symbols, such as notes, rests, and clefs, represent the sounds and pitches of music. They provide a means of communication between musicians and composers, allowing them to convey complex ideas and emotions through the medium of music. Symbolism also plays a role in the interpretation and analysis of music, as it allows listeners to understand the underlying meaning and structure of a composition.

Signals and language models are powerful tools that are being used to explore how sound can be represented and manipulated by computer systems. These technologies allow for the creation of realistic and expressive sounds that can be used in a wide range of applications, from music production to virtual reality experiences. By combining signals and language models, musicians and engineers can create new and innovative ways of creating and performing music.

As we progress through this guide, we will gradually incorporate more complex discussions into our exploration of music. Each chapter will include guided programming activities to familiarise readers with the discussed theory and provide them with hands-on experience in creating and manipulating sounds. Whether you are a musician, engineer, or simply a music enthusiast, this guide will provide you with the knowledge and skills necessary to deepen your understanding of music and its many facets.

In conclusion, music is a rich and complex art form that encompasses a wide range of foundational ideas. From the physical and mathematical properties of sound to the symbolic representations that convey meaning, music explores the depths of human expression and creativity. By understanding these core concepts, you can gain a deeper appreciation for the beauty and power of music and use it to create meaningful and expressive experiences for yourself and others. So, let us embark on this journey of exploration and discovery, and may music continue to inspire and enrich our lives for generations to come.

Dimension: 234 x 156 (mm)
ISBN-13: 9781032146188