Dekorationsartikel gehören nicht zum Leistungsumfang.
Deep Learning for Computer Vision
Expert techniques to train advanced neural networks using TensorFlow and Keras
Taschenbuch von Rajalingappaa Shanmugamani
Sprache: Englisch

51,40 €*

inkl. MwSt.

Versandkostenfrei per Post / DHL

Lieferzeit 4-7 Werktage

Kategorien:
Beschreibung
Learn how to model and train advanced neural networks to implement a variety of Computer Vision tasks

Key Features

Train different kinds of deep learning model from scratch to solve specific problems in Computer Vision

Combine the power of Python, Keras, and Tensorflow to build deep learning models for object detection, image classification, similarity learning, image captioning, and more

Includes tips on optimizing and improving the performance of your models under various constraints

Book Description

Deep learning has shown its power in several application areas of Artificial Intelligence, especially in Computer Vision. Computer Vision is the science of understanding and manipulating images, and finds enormous applications in the areas of robotics, automation, and so on. This book will also show you, with practical examples, how to develop Computer Vision applications by leveraging the power of deep learning.

In this book, you will learn different techniques related to object classification, object detection, image segmentation, captioning, image generation, face analysis, and more. You will also explore their applications using popular Python libraries such as Tensorflow and Keras. This book will help you master state-of-the-art, deep learning algorithms and their implementation.

What you will learn

Set up an environment for deep learning with Python, Tensorflow, and Keras

Define and train a model for image and video classification

Use features from a pre-trained Convolutional Neural Network model for image retrieval

Understand and implement object detection using the real-world Pedestrian Detection scenario

Learn about various problems in image captioning and how to overcome them by training images and text together

Implement similarity matching and train a model for face recognition

Understand the concept of generative models and use them for image generation

Deploy your deep learning models and optimize them for high performance
Learn how to model and train advanced neural networks to implement a variety of Computer Vision tasks

Key Features

Train different kinds of deep learning model from scratch to solve specific problems in Computer Vision

Combine the power of Python, Keras, and Tensorflow to build deep learning models for object detection, image classification, similarity learning, image captioning, and more

Includes tips on optimizing and improving the performance of your models under various constraints

Book Description

Deep learning has shown its power in several application areas of Artificial Intelligence, especially in Computer Vision. Computer Vision is the science of understanding and manipulating images, and finds enormous applications in the areas of robotics, automation, and so on. This book will also show you, with practical examples, how to develop Computer Vision applications by leveraging the power of deep learning.

In this book, you will learn different techniques related to object classification, object detection, image segmentation, captioning, image generation, face analysis, and more. You will also explore their applications using popular Python libraries such as Tensorflow and Keras. This book will help you master state-of-the-art, deep learning algorithms and their implementation.

What you will learn

Set up an environment for deep learning with Python, Tensorflow, and Keras

Define and train a model for image and video classification

Use features from a pre-trained Convolutional Neural Network model for image retrieval

Understand and implement object detection using the real-world Pedestrian Detection scenario

Learn about various problems in image captioning and how to overcome them by training images and text together

Implement similarity matching and train a model for face recognition

Understand the concept of generative models and use them for image generation

Deploy your deep learning models and optimize them for high performance
Über den Autor
Rajalingappaa Shanmugamani is currently working as an Engineering Manager for a Deep learning team at Kairos. Previously, he worked as a Senior Machine Learning Developer at SAP, Singapore and worked at various startups in developing machine learning products. He has a Masters from Indian Institute of TechnologyMadras. He has published articles in peer-reviewed journals and conferences and submitted applications for several patents in the area of machine learning. In his spare time, he coaches programming and machine learning to school students and engineers.
Details
Erscheinungsjahr: 2018
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Seiten: 310
ISBN-13: 9781788295628
ISBN-10: 1788295625
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Shanmugamani, Rajalingappaa
Hersteller: Packt Publishing
Maße: 235 x 191 x 17 mm
Von/Mit: Rajalingappaa Shanmugamani
Erscheinungsdatum: 23.01.2018
Gewicht: 0,582 kg
preigu-id: 111263161
Über den Autor
Rajalingappaa Shanmugamani is currently working as an Engineering Manager for a Deep learning team at Kairos. Previously, he worked as a Senior Machine Learning Developer at SAP, Singapore and worked at various startups in developing machine learning products. He has a Masters from Indian Institute of TechnologyMadras. He has published articles in peer-reviewed journals and conferences and submitted applications for several patents in the area of machine learning. In his spare time, he coaches programming and machine learning to school students and engineers.
Details
Erscheinungsjahr: 2018
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Seiten: 310
ISBN-13: 9781788295628
ISBN-10: 1788295625
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Shanmugamani, Rajalingappaa
Hersteller: Packt Publishing
Maße: 235 x 191 x 17 mm
Von/Mit: Rajalingappaa Shanmugamani
Erscheinungsdatum: 23.01.2018
Gewicht: 0,582 kg
preigu-id: 111263161
Warnhinweis

Ähnliche Produkte

Ähnliche Produkte