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Hands-On Neural Networks With Keras: Design And Create Neural Networks Using Deep Learning And Artificial Intelligence Principles - Research Book

Hands-On Neural Networks With Keras: Design And Create Neural Networks Using Deep Learning And Artificial Intelligence Principles - Research Book

Top Research Book in Hands-On Neural Networks With Keras: Design And Create Neural Networks Using Deep Learning And Artificial Intelligence Principles

Author(s) Name:   Niloy Purkait

About the Book:

   Neural networks are used to solve a wide range of problems in different areas of AI and deep learning.Hands-On Neural Networks with Keras will start with teaching you about the core concepts of neural networks. You will delve into combining different neural network models and work with real-world use cases, including computer vision, natural language understanding, synthetic data generation, and many more. Moving on, you will become well versed with convolutional neural networks (CNNs), recurrent neural networks (RNNs), long short-term memory (LSTM) networks, autoencoders, and generative adversarial networks (GANs) using real-world training datasets. We will examine how to use CNNs for image recognition, how to use reinforcement learning agents, and many more. We will dive into the specific architectures of various networks and then implement each of them in a hands-on manner using industry-grade frameworks.
   By the end of this book, you will be highly familiar with all prominent deep learning models and frameworks, and the options you have when applying deep learning to real-world scenarios and embedding artificial intelligence as the core fabric of your organization.

Table of Contents

  • Fundamentals of Neural Networks
  • The fundamentals of neural learning
  • The mysteries of neural encoding
  • Distributed representation and learning
  • The nature of data processing
  • Modeling data in high-dimensional spaces
  • Irrelevant features and labels
  • ISBN:  9781789533347

    Publisher:  Packt Publishing

    Year of Publication:  2019

    Book Link:  Home Page Url