Practical Simulations for Machine Learning : Using Synthetic Data for AI - Jon Manning

Instant online reading.
Don't wait for delivery!

Practical Simulations for Machine Learning

Using Synthetic Data for AI

By: Jon Manning, Paris Buttfield-Addison, Tim Nugent, Mars Buttfield-Addison

Write A Review

Paperback | 21 June 2022

At a Glance

Paperback
500 Pages

Dimensions(cm)
26 x 20.5 x 3

Paperback

RRP $125.50

$60.99

51%OFF

or 4 interest-free payments of $15.25 with

Ships in 15 to 25 business days

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

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $79.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.