It begins with a basic machine learning overview and then ramps up to neural networks and convolutions and how they work. Using Swift and Tensorflow, you'll perform data augmentation, build and train large networks, and build networks for mobile devices. You’ll also cover cloud training and the network you build can categorize greyscale data, such as mnist, to large scale modern approaches that can categorize large datasets, such as imagenet.
Convolutional Neural Networks with Swift for Tensorflow uses a simple approach that adds progressive layers of complexity until you have arrived at the current state of the art for this field.
What You'll Learn
• Categorize and augment datasets
• Build and train large networks, including via cloud solutions
• Deploy complex systems to mobile devices
Who This Book Is For
Developers with Swift programming experience who would like to learn convolutional neural networks by example using Swift for Tensorflow as a starting point.
It begins with a basic machine learning overview and then ramps up to neural networks and convolutions and how they work. Using Swift and Tensorflow, you'll perform data augmentation, build and train large networks, and build networks for mobile devices. You’ll also cover cloud training and the network you build can categorize greyscale data, such as mnist, to large scale modern approaches that can categorize large datasets, such as imagenet.
Convolutional Neural Networks with Swift for Tensorflow uses a simple approach that adds progressive layers of complexity until you have arrived at the current state of the art for this field.
What You'll Learn
• Categorize and augment datasets
• Build and train large networks, including via cloud solutions
• Deploy complex systems to mobile devices
Who This Book Is For
Developers with Swift programming experience who would like to learn convolutional neural networks by example using Swift for Tensorflow as a starting point.

Convolutional Neural Networks with Swift for Tensorflow: Image Recognition and Dataset Categorization
245
Convolutional Neural Networks with Swift for Tensorflow: Image Recognition and Dataset Categorization
245Product Details
ISBN-13: | 9781484261675 |
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Publisher: | Apress |
Publication date: | 01/05/2021 |
Edition description: | 1st ed. |
Pages: | 245 |
Product dimensions: | 6.10(w) x 9.25(h) x (d) |