Szczegóły ebooka

Hands-On Deep Learning Algorithms with Python. Master deep learning algorithms with extensive math by implementing them using TensorFlow

Hands-On Deep Learning Algorithms with Python. Master deep learning algorithms with extensive math by implementing them using TensorFlow

Sudharsan Ravichandiran

Ebook
Deep learning is one of the most popular domains in the AI space that allows you to develop multi-layered models of varying complexities.

This book introduces you to popular deep learning algorithms—from basic to advanced—and shows you how to implement them from scratch using TensorFlow. Throughout the book, you will gain insights into each algorithm, the mathematical principles involved, and how to implement it in the best possible manner. The book starts by explaining how you can build your own neural networks, followed by introducing you to TensorFlow, the powerful Python-based library for machine learning and deep learning. Moving on, you will get up to speed with gradient descent variants, such as NAG, AMSGrad, AdaDelta, Adam, and Nadam. The book will then provide you with insights into recurrent neural networks (RNNs) and LSTM and how to generate song lyrics with RNN. Next, you will master the math necessary to work with convolutional and capsule networks, widely used for image recognition tasks. You will also learn how machines understand the semantics of words and documents using CBOW, skip-gram, and PV-DM. Finally, you will explore GANs, including InfoGAN and LSGAN, and autoencoders, such as contractive autoencoders and VAE.

By the end of this book, you will be equipped with all the skills you need to implement deep learning in your own projects.
  • 1. Introduction to Deep Learning
  • 2. Getting to know Tensorflow
  • 3. Gradient Descent and its variants
  • 4. Generating song lyrics using RNN
  • 5. Improvements to the RNN
  • 6. Demystifying Convolutional networks
  • 7. Representation learning using word embeddings
  • 8. Generative adversarial networks
  • 9. More About GANs
  • 10. Autoencoders
  • 11. Few shot learnings
  • Tytuł: Hands-On Deep Learning Algorithms with Python. Master deep learning algorithms with extensive math by implementing them using TensorFlow
  • Autor: Sudharsan Ravichandiran
  • Tytuł oryginału: Hands-On Deep Learning Algorithms with Python. Master deep learning algorithms with extensive math by implementing them using TensorFlow
  • ISBN: 9781789344516, 9781789344516
  • Data wydania: 2019-07-25
  • Format: Ebook
  • Identyfikator pozycji: e_2aws
  • Wydawca: Packt Publishing