Convolutional neural networks with Swift for TensorFlow : image recognition and dataset categorization / 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 ove...

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Bibliographic Details
Main Author: Koonce, Brett
Format: eBook
Language:English
Published: [United States] : Apress, 2021.
Subjects:
Online Access:Click for online access
Table of Contents:
  • Chapter 1: MNIST: 1D Neural Network
  • Chapter 2: MNIST: 2D Neural Network
  • Chapter 3: CIFAR: 2D Nueral Network with Blocks
  • Chapter 4: VGG Network
  • Chapter 5: Resnet 34
  • Chapter 6: Resnet 50
  • Chapter 7: SqueezeNet
  • Chapter 8: MobileNrt v1
  • Chapter 9: MobileNet v2
  • Chapter 10: Evolutionary Strategies
  • Chapter 11: MobileNet v3
  • Chapter 12: Bag of Tricks
  • Chapter 13: MNIST Revisited
  • Chapter 14: You are Here.