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Advanced Applied Deep Learning: Convolutional Neural Networks and Object Detection
Paperback
Publisher Price: $44.99
ISBN13: 9781484249758
Publisher: Apress
Published: Sep 29 2019
Pages: 285
Weight: 0.94
Height: 0.64 Width: 6.14 Depth: 9.21
Language: English
Develop and optimize deep learning models with advanced architectures. This book teaches you the intricate details and subtleties of the algorithms that are at the core of convolutional neural networks. In Advanced Applied Deep Learning, you will study advanced topics on CNN and object detection using Keras and TensorFlow.
What You Will Learn
- See how convolutional neural networks and object detection work
- Save weights and models on disk
- Pause training and restart it at a later stage
- Use hardware acceleration (GPUs) in your code
- Work with the Dataset TensorFlow abstraction and use pre-trained models and transfer learning
- Remove and add layers to pre-trained networks to adapt them to your specific project
- Apply pre-trained models such as Alexnet and VGG16 to new datasets
Who This Book Is For
Scientists and researchers with intermediate-to-advanced Python and machine learning know-how. Additionally, intermediate knowledge of Keras and TensorFlow is expected.Also in
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