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Deep Learning for Computer Vision: Expert techniques to train advanced neural networks using TensorFlow and Keras - Softcover
Synopsis
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...
About the Author
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 Technology-Madras. He has published articles in peer-reviewed journals and conferences and submitted applications for several patents in the area of machine...
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- PublisherPackt Publishing
- Publication date2018
- ISBN 10 1788295625
- ISBN 13 9781788295628
- BindingPaperback
- LanguageEnglish
- Number of pages310
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DEEP LEARNING FOR COMPUTER VISION
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Packt Publishing, Limited, 2018
ISBN 10: 1788295625
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Deep Learning for Computer Vision: Expert techniques to train advanced neural networks using TensorFlow and Keras
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ISBN 10: 1788295625
ISBN 13: 9781788295628
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Deep Learning for Computer Vision : Expert techniques to train advanced neural networks using TensorFlow and Keras
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Learn how to model and train advanced neural networks to implement a variety of Computer Vision tasksKey FeaturesTrain different kinds of deep learning model from scratch to solve specific problems in Computer VisionCombine the power of Python, Keras, and Tensorflow to build deep learning models for object detection, image classification, similarity learning, image captioning, and moreIncludes tips on optimizing and improving the performance of your models under various constraintsBook DescriptionDeep 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 learnSet up an environment for deep learning with Python, Tensorflow, and KerasDefine and train a model for image and video classificationUse features from a pre-trained Convolutional Neural Network model for image retrievalUnderstand and implement object detection using the real-world Pedestrian Detection scenarioLearn about various problems in image captioning and how to overcome them by training images and text togetherImplement similarity matching and train a model for face recognitionUnderstand the concept of generative models and use them for image generationDeploy your deep learning models and optimize them for high performance. Seller Inventory # 9781788295628
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Condition: New. Deep learning has shown its power in several application areas of Artificial Intelligence, especially in Computer Vision, the science of manipulating and processing images. In this book, you will learn different techniques in deep learning to accomplish tas. Seller Inventory # 448327765
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