Reinforcement Learning for Finance: Solve Problems in Finance with CNN and RNN Using the TensorFlow Library - Tapa blanda

Ahlawat, Samit

 
9781484288368: Reinforcement Learning for Finance: Solve Problems in Finance with CNN and RNN Using the TensorFlow Library
Tapa blanda
ISBN 10: 148428836X ISBN 13: 9781484288368
Editorial: Apress, 2022

Sinopsis

This book introduces reinforcement learning with mathematical theory and practical examples from quantitative finance using the TensorFlow library.

Reinforcement Learning for Finance begins by describing methods for training neural networks. Next, it discusses CNN and RNN - two kinds of neural networks used as deep learning networks in reinforcement learning. Further, the book dives into reinforcement learning theory, explaining the Markov decision process, value function, policy, and policy gradients, with their mathematical formulations and learning algorithms. It covers recent reinforcement learning algorithms from double deep-Q networks to twin-delayed deep deterministic policy gradients and generative adversarial networks with examples using the TensorFlow Python library. It also serves as a quick hands-on guide to TensorFlow programming, covering concepts ranging from variables and graphs to automatic differentiation, layers, models, andloss functions.

After completing this book, you will understand reinforcement learning with deep q and generative adversarial networks using the TensorFlow library.

What You Will Learn
  • Understand the fundamentals of reinforcement learning
  • Apply reinforcement learning programming techniques to solve quantitative-finance problems
  • Gain insight into convolutional neural networks and recurrent neural networks
  • Understand the Markov decision process

Who This Book Is For
Data Scientists, Machine Learning engineers and Python programmers who want to apply reinforcement learning to solve problems.

"Sinopsis" puede pertenecer a otra edición de este libro.

Editorial
Apress
Año de publicación
2022
Idioma
Inglés
ISBN 10 
148428836X
ISBN 13 
9781484288368
Encuadernación
Tapa blanda
Número de páginas
440
Contacto del fabricante
no disponible
Persona responsable
no disponible

Otras ediciones populares con el mismo título

9781484288344: Reinforcement Learning for Finance: Solve Problems in Finance with CNN and RNN Using the TensorFlow Library

Edición Destacada

ISBN 10:  1484288343 ISBN 13:  9781484288344
Editorial: Apress, 2022
Tapa blanda