Деталі електронної книги

Neural Networks with R. Build smart systems by implementing popular deep learning models in R

Neural Networks with R. Build smart systems by implementing popular deep learning models in R

Balaji Venkateswaran, Giuseppe Ciaburro

Eлектронна книга
Neural networks are one of the most fascinating machine learning models for solving complex computational problems efficiently. Neural networks are used to solve wide range of problems in different areas of AI and machine learning.

This book explains the niche aspects of neural networking and provides you with foundation to get started with advanced topics. The book begins with neural network design using the neural net package, then you’ll build a solid foundation knowledge of how a neural network learns from data, and the principles behind it. This book covers various types of neural network including recurrent neural networks and convoluted neural networks. You will not only learn how to train neural networks, but will also explore generalization of these networks. Later we will delve into combining different neural network models and work with the real-world use cases.

By the end of this book, you will learn to implement neural network models in your applications with the help of practical examples in the book.
  • 1. Neural Network and Artificial Intelligence concepts
  • 2. Learning process in Neural Networks
  • 3. Deep Learning using multilayer neural networks
  • 4. Building Perceptron Neural Network modeling: basic models
  • 5. Training and visualizing a neural network in R
  • 6. Recurrent and Convolutional Neural networks
  • 7. Use cases of neural networks : advanced topics
  • Назва: Neural Networks with R. Build smart systems by implementing popular deep learning models in R
  • Автор: Balaji Venkateswaran, Giuseppe Ciaburro
  • Оригінальна назва: Neural Networks with R. Build smart systems by implementing popular deep learning models in R
  • ISBN: 9781788399418, 9781788399418
  • Дата видання: 2017-09-27
  • Формат: Eлектронна книга
  • Ідентифікатор видання: e_15q2
  • Видавець: Packt Publishing