Items related to TensorFlow 2.0 Computer Vision Cookbook: Implement...

TensorFlow 2.0 Computer Vision Cookbook: Implement machine learning solutions to overcome various computer vision challenges - Softcover

 
Image Not Available

Synopsis

Get well versed with state-of-the-art techniques to tailor training processes and boost the performance of computer vision models using machine learning and deep learning techniques


Key Features:

  • Develop, train, and use deep learning algorithms for computer vision tasks using TensorFlow 2.x
  • Discover practical recipes to overcome various challenges faced while building computer vision models
  • Enable machines to gain a human level understanding to recognize and analyze digital images and videos


Book Description:

Computer vision is a scientific field that enables machines to identify and process digital images and videos. This book focuses on independent recipes to help you perform various computer vision tasks using TensorFlow.


The book begins by taking you through the basics of deep learning for computer vision, along with covering TensorFlow 2.x's key features, such as the Keras and tf.data.Dataset APIs. You'll then learn about the ins and outs of common computer vision tasks, such as image classification, transfer learning, image enhancing and styling, and object detection. The book also covers autoencoders in domains such as inverse image search indexes and image denoising, while offering insights into various architectures used in the recipes, such as convolutional neural networks (CNNs), region-based CNNs (R-CNNs), VGGNet, and You Only Look Once (YOLO).


Moving on, you'll discover tips and tricks to solve any problems faced while building various computer vision applications. Finally, you'll delve into more advanced topics such as Generative Adversarial Networks (GANs), video processing, and AutoML, concluding with a section focused on techniques to help you boost the performance of your networks.


By the end of this TensorFlow book, you'll be able to confidently tackle a wide range of computer vision problems using TensorFlow 2.x.


What You Will Learn:

  • Understand how to detect objects using state-of-the-art models such as YOLOv3
  • Use AutoML to predict gender and age from images
  • Segment images using different approaches such as FCNs and generative models
  • Learn how to improve your network's performance using rank-N accuracy, label smoothing, and test time augmentation
  • Enable machines to recognize people's emotions in videos and real-time streams
  • Access and reuse advanced TensorFlow Hub models to perform image classification and object detection
  • Generate captions for images using CNNs and RNNs


Who this book is for:

This book is for computer vision developers and engineers, as well as deep learning practitioners looking for go-to solutions to various problems that commonly arise in computer vision. You will discover how to employ modern machine learning (ML) techniques and deep learning architectures to perform a plethora of computer vision tasks. Basic knowledge of Python programming and computer vision is required.

"synopsis" may belong to another edition of this title.

About the Author

Jesús Martínez is the founder of the computer vision e-learning site DataSmarts. He is a computer vision expert and has worked on a wide range of projects in the field, such as a piece of people-counting software fed with images coming from an RGB camera and a depth sensor, using OpenCV and TensorFlow. He developed a self-driving car in a simulation, using a convolutional neural network created with TensorFlow, that worked solely with visual inputs. Also, he implemented a pipeline that uses several advanced computer vision techniques to track lane lines on the road, as well as providing extra information such as curvature degree.

"About this title" may belong to another edition of this title.

  • PublisherPackt Publishing
  • Publication date2021
  • ISBN 10 183882913X
  • ISBN 13 9781838829131
  • BindingPaperback
  • LanguageEnglish
  • Number of pages542

Buy Used

Condition: Very Good
Connecting readers with great books...
View this item

US$ 3.75 shipping within U.S.A.

Destination, rates & speeds

Search results for TensorFlow 2.0 Computer Vision Cookbook: Implement...

Stock Image

MartÃnez, Jesús
Published by Packt Publishing, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
Used paperback

Seller: HPB-Emerald, Dallas, TX, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

paperback. Condition: Very Good. Connecting readers with great books since 1972! Used books may not include companion materials, and may have some shelf wear or limited writing. We ship orders daily and Customer Service is our top priority! Seller Inventory # S_433524613

Contact seller

Buy Used

US$ 21.99
Convert currency
Shipping: US$ 3.75
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Martínez, Jesús
Published by Packt Publishing, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
Used Softcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: As New. Unread book in perfect condition. Seller Inventory # 42509815

Contact seller

Buy Used

US$ 38.04
Convert currency
Shipping: US$ 2.64
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Martínez, Jesús
Published by Packt Publishing, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New Softcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 42509815-n

Contact seller

Buy New

US$ 43.59
Convert currency
Shipping: US$ 2.64
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Martínez, Jesús
Published by Packt Publishing, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New Softcover

Seller: Best Price, Torrance, CA, U.S.A.

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

Condition: New. SUPER FAST SHIPPING. Seller Inventory # 9781838829131

Contact seller

Buy New

US$ 39.26
Convert currency
Shipping: US$ 6.98
Within U.S.A.
Destination, rates & speeds

Quantity: 2 available

Add to basket

Stock Image

Martínez, Jesús
Published by Packt Publishing, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New Softcover

Seller: Lucky's Textbooks, Dallas, TX, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # ABLIING23Mar2912160229071

Contact seller

Buy New

US$ 43.85
Convert currency
Shipping: US$ 3.99
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Seller Image

Martínez, Jesús
Published by 2/26/2021, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New Softcover

Seller: BargainBookStores, Grand Rapids, MI, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. TensorFlow 2.0 Computer Vision Cookbook: Implement machine learning solutions to overcome various computer vision challenges (Paperback or Softback) 2.03. Seller Inventory # BBS-9781838829131

Contact seller

Buy New

US$ 48.69
Convert currency
Shipping: FREE
Within U.S.A.
Destination, rates & speeds

Quantity: 5 available

Add to basket

Stock Image

Martínez, Jesús
Published by Packt Publishing, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New Softcover

Seller: California Books, Miami, FL, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # I-9781838829131

Contact seller

Buy New

US$ 49.00
Convert currency
Shipping: FREE
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Jesus Martinez
Published by Packt Publishing Limited, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New PAP
Print on Demand

Seller: PBShop.store US, Wood Dale, IL, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9781838829131

Contact seller

Buy New

US$ 58.52
Convert currency
Shipping: FREE
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Jesus Martinez
Published by Packt Publishing Limited, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New PAP
Print on Demand

Seller: PBShop.store UK, Fairford, GLOS, United Kingdom

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9781838829131

Contact seller

Buy New

US$ 51.23
Convert currency
Shipping: US$ 9.13
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Martinez, Jesus
Published by Packt Publishing 2021-02, 2021
ISBN 10: 183882913X ISBN 13: 9781838829131
New PF

Seller: Chiron Media, Wallingford, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

PF. Condition: New. Seller Inventory # 6666-IUK-9781838829131

Contact seller

Buy New

US$ 44.56
Convert currency
Shipping: US$ 20.92
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: 10 available

Add to basket

There are 7 more copies of this book

View all search results for this book