Practical Simulations for Machine Learning is popular PDF and ePub book, written by Paris Buttfield-Addison in 2022-06-07, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Practical Simulations for Machine Learning can be Read Online from any device for your convenience.
Practical Simulations for Machine Learning Book PDF Summary
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
Detail Book of Practical Simulations for Machine Learning PDF
- Author : Paris Buttfield-Addison
- Release : 07 June 2022
- Publisher : "O'Reilly Media, Inc."
- ISBN : 9781492089872
- Genre : Computers
- Total Page : 330 pages
- Language : English
- PDF File Size : 10,9 Mb
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