Szczegóły ebooka

Java Deep Learning Cookbook. Train neural networks for classification, NLP, and reinforcement learning using Deeplearning4j

Java Deep Learning Cookbook. Train neural networks for classification, NLP, and reinforcement learning using Deeplearning4j

Rahul Raj

Ebook
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Java is one of the most widely used programming languages in the world. With this book, you will see how to perform deep learning using Deeplearning4j (DL4J) – the most popular Java library for training neural networks efficiently.
This book starts by showing you how to install and configure Java and DL4J on your system. You will then gain insights into deep learning basics and use your knowledge to create a deep neural network for binary classification from scratch. As you progress, you will discover how to build a convolutional neural network (CNN) in DL4J, and understand how to construct numeric vectors from text. This deep learning book will also guide you through performing anomaly detection on unsupervised data and help you set up neural networks in distributed systems effectively. In addition to this, you will learn how to import models from Keras and change the configuration in a pre-trained DL4J model. Finally, you will explore benchmarking in DL4J and optimize neural networks for optimal results.
By the end of this book, you will have a clear understanding of how you can use DL4J to build robust deep learning applications in Java.
  • 1. Introduction to Deep Learning in Java
  • 2. Data Extraction, Transform and Loading
  • 3. Building Deep Neural Networks for Binary classification
  • 4. Building Convolutional Neural Networks
  • 5. Implementing NLP
  • 6. Constructing LTSM Network for time series
  • 7. Constructing LTSM Neural network for sequence classification
  • 8. Performing Anomaly detection on unsupervised data
  • 9. Using RL4J for Reinforcement learning
  • 10. Developing applications in distributed environment
  • 11. Applying Transfer Learning to network models
  • 12. Benchmarking and Neural Network Optimization
  • Tytuł: Java Deep Learning Cookbook. Train neural networks for classification, NLP, and reinforcement learning using Deeplearning4j
  • Autor: Rahul Raj
  • Tytuł oryginału: Java Deep Learning Cookbook. Train neural networks for classification, NLP, and reinforcement learning using Deeplearning4j
  • ISBN: 9781788999472, 9781788999472
  • Data wydania: 2019-11-08
  • Format: Ebook
  • Identyfikator pozycji: e_2ayn
  • Wydawca: Packt Publishing