Convolutional Neural Networks with Swift for Tensorflow Image Recognition and Dataset Categorization 1st Edition by Brett Koonce 1484261682 9781484261682

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Product details:

ISBN 10: 1484261682
ISBN 13: 9781484261682
Author: Brett Koonce

Dive into and apply practical machine learning and dataset categorization techniques while learning Tensorflow and deep learning. This book uses convolutional neural networks to do image recognition all in the familiar and easy to work with Swift language.  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 1st Table of contents:

1. MNIST: 1D Neural Network

2. MNIST: 2D Neural Network

3. CIFAR: 2D Neural Network with Blocks

4. VGG Network

5. ResNet 34

6. ResNet 50

7. SqueezeNet

8. MobileNet v1

9. MobileNet v2

10. EfficientNet

11. MobileNetV3

12. Bag of Tricks

13. MNIST Revisited

14. You Are Here

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Brett Koonce,Convolutional Neural Networks,Tensorflow Image Recognition