Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models

By:

Babcock, Joseph

By:

Ball, Raghav

Publication details: Mumbai: Packt Publishing, 2021Description: 469ISBN:

9781800200883

Subject(s):

DDC classification:

006.3 BAB

Summary: Machines are excelling at creative human skills such as painting, writing, and composing music. Could you be more creative than generative AI? In this book, you’ll explore the evolution of generative models, from restricted Boltzmann machines and deep belief networks to VAEs and GANs. You’ll learn how to implement models yourself in TensorFlow and get to grips with the latest research on deep neural networks. There’s been an explosion in potential use cases for generative models. You’ll look at Open AI’s news generator, deepfakes, and training deep learning agents to navigate a simulated environment. Recreate the code that’s under the hood and uncover surprising links between text, image, and music generation.

List(s) this item appears in: New Arrivals August 2025 -Engineering

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Holdings
Item type	Current library	Collection	Call number	Copy number	Status	Date due	Barcode
Book	Alliance School of Advanced Computing	Computer Science and Information Technology	006.3 BAB (Browse shelf(Opens below))	6	Checked out	26/09/2025	E16179
Book	Alliance School of Advanced Computing	Computer Science and Information Technology	006.3 BAB (Browse shelf(Opens below))	4	Available		E16177
Book	Alliance School of Advanced Computing	Computer Science and Information Technology	006.3 BAB (Browse shelf(Opens below))	3	Available		E16176
Book	Alliance School of Advanced Computing	Computer Science and Information Technology	006.3 BAB (Browse shelf(Opens below))	2	Available		E16175
Reference Book	Alliance School of Advanced Computing	Computer Science and Information Technology	006.3 BAB (Browse shelf(Opens below))	1	Not for loan		E16174
Book	Alliance School of Advanced Computing	Computer Science and Information Technology	006.3 BAB (Browse shelf(Opens below))	5	Checked out	29/09/2025	E16178

Total holds: 0

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Previous	005.8 MAT Cloud Security and Privacy: An Enterprise Perspective on Risks and Compliance	006.3 BAB Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models	006.3 BAB Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models	006.3 BAB Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models	006.3 BAB Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models	006.3 BAB Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models	006.3 BAB Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models	Next

Machines are excelling at creative human skills such as painting, writing, and composing music. Could you be more creative than generative AI?

In this book, you’ll explore the evolution of generative models, from restricted Boltzmann machines and deep belief networks to VAEs and GANs. You’ll learn how to implement models yourself in TensorFlow and get to grips with the latest research on deep neural networks.

There’s been an explosion in potential use cases for generative models. You’ll look at Open AI’s news generator, deepfakes, and training deep learning agents to navigate a simulated environment.

Recreate the code that’s under the hood and uncover surprising links between text, image, and music generation.

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