Deep Learning from Scratch by Artem Kovera at Bookstore UAE
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Deep Learning from Scratch

Deep Learning from Scratch


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About the Book

This 200-page book can help you get a good understanding of the arcane theory of deep neural networks. In addition, it will show you how to get started with building neural networks in Python with Keras.This book covers:

  • Introduction to machine learning and deep learning
  • Math for deep learning explained to the layman
  • How neural networks work: a general overview
  • Activation functions in deep networks
  • Loss functions
  • Weight initialization and batch normalization
  • Overfitting and underfitting and methods to overcome them in deep neural networks
  • How to evaluate deep learning models
  • Introduction to transfer learning with deep neural networks
  • How to set up optimal hyper-parameters for deep models
  • Convolutional neural networks
  • Recurrent Neural Networks
  • Adversarial neural networks
  • Introduction to Deep reinforcement learning
  • Introduction to the Keras API for Deep Learning
  • Introduction to Keras Callbacks
  • How to build a simple deep neural network for image classification with Keras
  • How to build a neural network for regression with Keras
  • How to build a convolutional network for image classification with Keras


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Product Details
  • ISBN-13: 9781731175625
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Height: 229 mm
  • No of Pages: 210
  • Spine Width: 11 mm
  • Width: 152 mm
  • ISBN-10: 1731175620
  • Publisher Date: 11 Nov 2018
  • Binding: Paperback
  • Language: English
  • Returnable: N
  • Weight: 335 gr


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