عنوان

Applied reinforcement learning with Python :

شابک

148425127X

شابک

9781484251270

شابک اشتباه

1484251261

شابک اشتباه

9781484251263

عنوان اصلي

Applied reinforcement learning with Python :

نام عام مواد

[Book]

ساير اطلاعات عنواني

with OpenAI Gym, Tensorflow and Keras /

نام نخستين پديدآور

Taweh Beysolow II.

محل نشرو پخش و غیره

[Berkely, California] :

نام ناشر، پخش کننده و غيره

Apress,

تاریخ نشرو بخش و غیره

[2019]

نام خاص و کميت اثر

1 online resource

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Chapter 1: Introduction to Reinforcement LearningChapter Goal: Inform the reader of the history of the field, its current applications, as well as generally discussing the outline of the text and what the reader can expect to learn No of pages 10Sub -Topics1. What is reinforcement learning? 2. History of reinforcement learning 3. Applications of reinforcement learning Chapter 2: Reinforcement Learning AlgorithmsChapter Goal: Establishing an understanding with the reader about how reinforcement learning algorithms work and how they differ from basic ML/DL methods. Practical examples to be provided for this chapter No of pages: 50 Sub -- Topics 1. Tabular solution methods2. Approximate solution methods Chapter 3: Q Learning Chapter Goal: In this chapter, readers will continue to build on their understanding of RL by solving problems in discrete action spaces No of pages : 40 Sub -- Topics: 1. Deep Q networks2. Double deep Q learning Chapter 4: Reinforcement Learning Based Market Making Chapter Goal: In this chapter, we will focus on a financial based use case, specifically market making, in which we must buy and sell a financial instrument at any given price. We will apply a reinforcement learning approach to this data set and see how it performs over time No of pages: 50Sub -- Topics: 1. Market making 2. AWS/Google Cloud3. Cron Chapter 5: Reinforcement Learning for Video Games Chapter Goal: In this chapter, we will focus on a more generalized use case of reinforcement learning in which we teach an algorithm to successfully play a game against computer based AI. No of pages: 50Sub -- Topics: 1. Game background and data collection.

بدون عنوان

0

منبع سفارش / آدرس اشتراک

Safari Books Online

شماره انبار

CL0501000074

عنوان

Applied reinforcement learning with Python.

شماره استاندارد بين المللي کتاب و موسيقي

9781484251263

موضوع مستند نشده

Keras.

موضوع مستند نشده

OpenAI Gym.

موضوع مستند نشده

TensorFlow.

موضوع مستند نشده

Python (Computer program language)

موضوع مستند نشده

Reinforcement learning.

موضوع مستند نشده

Python (Computer program language)

موضوع مستند نشده

Reinforcement learning.

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

Beysolow, Taweh.

تاريخ عمليات

20200823032832.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y