Generative Adversarial Networks Projects (Paperback or Softback)
Language: English
Published by 10/31/2018, 2018
- Softcover
- New
Seller: BargainBookStores, Grand Rapids, MI, U.S.A.BargainBookStores
AbeBooks seller since January 23, 2002
Condition: New
£ 45.58
Quantity: 5 available
Add to basketItem description from seller
Generative Adversarial Networks Projects (Paperback or Softback).
Seller Inventory # BBS-9781789136678
- Title
- Generative Adversarial Networks Projects (Paperback or Softback)
- Author
- Ahirwar, Kailash
- Publisher
- 10/31/2018
- Publication year
- 2018
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1789136679
- ISBN 13
- 9781789136678
- Item weight
- 1.2 pounds
Explore various Generative Adversarial Network architectures using the Python ecosystem
Key Features
- Use different datasets to build advanced projects in the Generative Adversarial Network domain
- Implement projects ranging from generating 3D shapes to a face aging application
- Explore the power of GANs to contribute in open source research and projects
Book Description
Generative Adversarial Networks (GANs) have the potential to build next-generation models, as they can mimic any distribution of data. Major research and development work is being undertaken in this field since it is one of the rapidly growing areas of machine learning. This book will test unsupervised techniques for training neural networks as you build seven end-to-end projects in the GAN domain.
Generative Adversarial Network Projects begins by covering the concepts, tools, and libraries that you will use to build efficient projects. You will also use a variety of datasets for the different projects covered in the book. The level of complexity of the operations required increases with every chapter, helping you get to grips with using GANs. You will cover popular approaches such as 3D-GAN, DCGAN, StackGAN, and CycleGAN, and you'll gain an understanding of the architecture and functioning of generative models through their practical implementation.
By the end of this book, you will be ready to build, train, and optimize your own end-to-end GAN models at work or in your own projects.
What you will learn
- Train a network on the 3D ShapeNet dataset to generate realistic shapes
- Generate anime characters using the Keras implementation of DCGAN
- Implement an SRGAN network to generate high-resolution images
- Train Age-cGAN on Wiki-Cropped images to improve face verification
- Use Conditional GANs for image-to-image translation
- Understand the generator and discriminator implementations of StackGAN in Keras
Who this book is for
If you're a data scientist, machine learning developer, deep learning practitioner, or AI enthusiast looking for a project guide to test your knowledge and expertise in building real-world GANs models, this book is for you.
Table of Contents
- Introduction to Generative Adversarial Networks
- 3D-GAN - Generating Shapes Using GANs
- Face Aging Using Conditional GAN
- Generating Anime Characters Using DCGANs
- Using SRGANs to Generate Photo-Realistic Images
- StackGAN- Text to Photo-Realistic Image Synthesis
- CycleGAN- Turn Paintings into Photos
- Conditional GAN - Image-to-Image Translation Using Conditional Adversarial Networks
- Predicting the Future of GANs
"Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
BargainBookStores
Grand Rapids, MI, U.S.A.
AbeBooks seller since January 23, 2002
Shipping rates within U.S.A.
| Item | 4 to 10 business days | 4 to 9 business days |
|---|---|---|
| First item | £ 0.00 | £ 29.49 |
Payment methods
Store description
Save up to 90% on your favorite items at BargainBookStores.com! Our 20,000 square foot warehouse in Grand Rapids, Michigan is filled with hundreds of thousands of books and consumer goods, all at the lowest prices! We've been serving internet customers with great deals since 2001. All books ship from Grand Rapids, Michigan. 100% Customer Satisfaction Guaranteed We want to ensure your satisfaction. If you are dissatisfied with your purchase or shopping experience, we would like to hear from you. Please contact us by email: cs@bargainbookstores.com. Please be sure to include your contact information and order number. We do not charge a restocking fee for returns. Your Privacy BargainBookStores.com does not provide, sell or market customer information to other businesses or organizations.…
Specialty
Out of Print Books, Specializing in Academic and Professional Books, Bargain Books - Save Up to 90% Off Publisher's List Price!, Remainder Books, Store-Wide Range of New Books in all CategoriesSeller's business information
BargainBookStores
3423 Lousma Dr SE
Grand Rapids, MI U.S.A. 49548
Terms of sale
BargainBookStores guarantees 100% Customer Satisfaction. We ship worldwide and offer a variety of shipping methods to meet your needs. Please place your order directly via ABEBooks.com. We accept payment by MasterCard and Visa. For more information, contact us by email at cs@bargainbookstores.com. Full contact info is below:
BargainBookStores.com LLC
3423 Lousma Dr SE
Grand Rapids, MI 49548
Right of withdrawal
If you are a consumer you can withdraw from the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.
Information regarding the right of withdrawal
Statutory right to withdraw
You have the right to withdraw from this contract within 14 days without giving any reason.
The withdrawal period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the last good or the last lot or piece.
To exercise the right of withdrawal, electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". We will communicate to you an acknowledgement of receipt of such a withdrawal on a durable medium (e.g. by e-mail) without delay.
To meet the withdrawal deadline, it is sufficient for you to send your communication concerning your exercise of the right of withdrawal before the withdrawal period has expired.
Effects of withdrawal
If you withdraw from this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).
We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.
We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to withdraw from this contract.
We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.
We may withhold reimbursement until we have received the goods back, or you have supplied evidence of having sent back the goods, whichever is the earliest.
You shall send back the goods or hand them over to BargainBookStores, Grand Rapids, Michigan, U.S.A., without undue delay and in any event not later than 14 days from the day on which you communicate your withdrawal from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.
Exceptions to the right of withdrawal
The right of withdrawal does not apply to:
- The delivery of newspapers, journals or magazines with the exception of subscription contracts; and
- The supply of digital content which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not withdraw once delivery had started.
Shipping terms
We will ship to all domestic and most international destinations.
Please note: Shipping times are estimated and are not guaranteed by BargainBookStores.