BIBLIO is the largest independent book marketplace in the world, with over 100 million books.

Skip to content

Practical Simulations for Machine Learning: Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning: Using Synthetic Data for AI Paperback - 2022

by Paris Buttfield-Addison; Mars Buttfield-Addison; Tim Nugent

Add to wish list

Reader reviews for Practical Simulations for Machine Learning: Using Synthetic Data for AI

From the publisher

Simulation and synthesis are core parts of the future of AI and machine learning. Consider: programmers, data scientists, and machine learning engineers can create the brain of a self-driving car without the car. Rather than use information from the real world, you can synthesize artificial data using simulations to train traditional machine learning models. That's just the beginning.

With this practical book, you'll explore the possibilities of simulation- and synthesis-based machine learning and AI, concentrating on deep reinforcement learning and imitation learning techniques. AI and ML are increasingly data driven, and simulations are a powerful, engaging way to unlock their full potential.

You'll learn how to:

  • Design an approach for solving ML and AI problems using simulations with the Unity engine
  • Use a game engine to synthesize images for use as training data
  • Create simulation environments designed for training deep reinforcement learning and imitation learning models
  • Use and apply efficient general-purpose algorithms for simulation-based ML, such as proximal policy optimization
  • Train a variety of ML models using different approaches
  • Enable ML tools to work with industry-standard game development tools, using PyTorch, and the Unity ML-Agents and Perception Toolkits

Details

  • Title Practical Simulations for Machine Learning: Using Synthetic Data for AI
  • Author Paris Buttfield-Addison; Mars Buttfield-Addison; Tim Nugent
  • Binding Paperback
  • Pages 331
  • Volumes 1
  • Language ENG
  • Publisher O'Reilly Media
  • Publication date 2022-07-12
  • Illustrated Yes
  • Features Illustrated, Index
  • ISBN 9781492089926 / 1492089923
  • Weight 1.17 lbs (0.53 kg)
  • Dimensions 9.19 x 7 x 0.7 in (23.34 x 17.78 x 1.78 cm)
  • Category Computers - General Information
  • Library of Congress subjects Artificial intelligence - Computer simulation, Machine learning - Computer simulation
  • Dewey Decimal Code 006.310

About the author

Dr. Paris Buttfield-Addison is cofounder of Secret Lab (https: //www.secretlab.com.au and @TheSecretLab on Twitter), a game development studio based in beautiful Hobart, Australia. Secret Lab builds games and game development tools, including the multi-award winning ABC Play School iPad games, Night in the Woods, the Qantas airlines Joey Playbox games, and the Yarn Spinner narrative game framework. Paris formerly worked as mobile product manager for Meebo (acquired by Google), has a degree in medieval history, a PhD in Computing, and writes technical books on mobile and game development (more than 20 so far) for O'Reilly Media. Paris particularly enjoys game design, statistics, law, machine learning, and human-centred technology research. He can be found on Twitter at @parisba and online at http: //paris.id.au.

Dr. Jon Manning is the cofounder of Secret Lab, an independent game development studio. He's written a whole bunch of books for O'Reilly Media about Swift, iOS development, and game development, and has a doctorate about jerks on the internet. He's currently working on Button Squid, a top-down puzzler, and on the critically acclaimed award winning adventure game Night in the Woods, which includes his interactive dialogue system Yarn Spinner. Jon can be found on Twitter at @desplesda, and online at http: //desplesda.net.

Marina Rose Geldard (Mars) is a technologist from Down Under in Tasmania. Entering the world of technology relatively late as a mature-age student, she has found her place in the world: an industry where she can apply her lifelong love of mathematics and optimization. She compulsively volunteers at industry events, dabbles in research, and serves on the executive committee for her state's branch of the Australian Computer Society (ACS) as well as the AUC. She loves data science, machine learning, and science-fiction. She can be found on Twitter @TheMartianLife and online at https: //themartianlife.com.

Dr. Tim Nugent pretends to be a mobile app developer, game designer, tools builder, researcher, and tech author. When he isn't busy avoiding being found out as a fraud, he spends most of his time designing and creating little apps and games that he won't let anyone see. Tim spent a disproportionately long time writing this tiny little bio, most of which was spent trying to stick a witty sci-fi reference in, before he simply gave up. Tim can be found on Twitter at @The_McJones, and online at http: //lonely.coffee.

More Copies for Sale

Practical Simulations for Machine Learning Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning Using Synthetic Data for AI

by Buttfield-Addison, Paris & Jon Manning & Mars Buttfield-Addison & Tim Nugent

  • Used
  • Very good
  • Paperback
Condition
Very Good
Binding
Paperback
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
1
Seller
Item price
A$31.98
A$5.76 Delivery to USA

Show details

Description:
O'Reilly Media. Very Good. 2022. Paperback. 1492089923 . This book is in very good condition; no remainder marks. It does have some cover shelfwear, edge wear, corner wear. Inside pages are clean. ; 7 X 0.7 X 9.19 inches; 331 pages .
Add to wish list
Item price
A$31.98
A$5.76 Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning: Using Synthetic Data for AI

by Buttfield-Addison, Paris; Buttfield-Addison, Mars; Nugent, Tim; Manning, Jon

  • Used
  • Acceptable
  • first
Condition
Acceptable
Edition
1
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
1
Seller
Item price
A$35.41
Free Delivery to USA

Show details

Description:
O'Reilly Media. 1. Acceptable. The item might be beaten up but readable. May contain markings or highlighting, as well as stains, bent corners, or any other major defect, but the text is not obscured in any way.
Add to wish list
Item price
A$35.41
Free Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for AI [Paperback]...
Stock photo: cover may vary

Show details

Description:
Like New. 0x0x0.
Add to wish list
Item price
A$52.03
A$5.81 Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning: Using Synthetic Data for AI

by Nugent, Tim,Manning, Jon,Buttfield-Addison, Paris

  • New
Condition
New
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
5
Seller
Item price
A$59.64
A$5.81 Delivery to USA

Show details

Description:
new.
Add to wish list
Item price
A$59.64
A$5.81 Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for AI [Paperback]...
Stock photo: cover may vary

Show details

Description:
New.
Add to wish list
Item price
A$59.65
A$5.81 Delivery to USA
Practical Simulations for Machine Learning

Practical Simulations for Machine Learning

by Paris Buttfield-Addison

  • New
  • Paperback
Condition
New
Binding
Paperback
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
10
Seller
Item price
A$80.99
A$19.46 Delivery to USA

Show details

Description:
Paperback / softback. New.
Add to wish list
Item price
A$80.99
A$19.46 Delivery to USA
Practical Simulations for Machine Learning Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning Using Synthetic Data for AI

by Buttfield-Addison, Paris, Buttfield-Addison, Mars

  • New
Condition
New
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
120
Seller
Item price
A$65.29
A$5.81 Delivery to USA

Show details

Description:
New. BRAND NEW, GIFT QUALITY! NOT OVERSTOCKS OR MARKED UP REMAINDERS! DIRECT FROM THE PUBLISHER!
Add to wish list
Item price
A$65.29
A$5.81 Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning: Using Synthetic Data for AI

by Buttfield-Addison, Paris; Buttfield-Addison, Mars; Nugent, Tim; Manning, Jon

  • Used
Condition
New
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
5
Seller
Item price
A$66.18
A$5.81 Delivery to USA

Show details

Description:
like new.
Add to wish list
Item price
A$66.18
A$5.81 Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for Ai
Stock photo: cover may vary

Practical Simulations for Machine Learning: Using Synthetic Data for Ai

by Buttfield-addison, Paris/ Manning, Jon/ Buttfield-addison, Mars/ Nugent, Tim

  • New
  • Paperback
Condition
New
Binding
Paperback
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
2
Seller
Item price
A$107.26
A$29.34 Delivery to USA

Show details

Description:
Oreilly & Associates Inc, 2022. Paperback. New. 500 pages. 9.19x7.00x0.91 inches.
Add to wish list
Item price
A$107.26
A$29.34 Delivery to USA
Practical Simulations for Machine Learning: Using Synthetic Data for AI
Stock photo: cover may vary

Practical Simulations for Machine Learning: Using Synthetic Data for AI

by Buttfield-Addison, Mars

  • Used
  • Good
  • Paperback
Condition
Good
Binding
Paperback
ISBN 10 / ISBN 13
9781492089926 / 1492089923
Quantity available
1
Seller
Item price
A$84.67
Free Delivery to USA

Show details

Description:
paperback. Good. Access codes and supplements are not guaranteed with used items. May be an ex-library book.
Add to wish list
Item price
A$84.67
Free Delivery to USA