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You're reading from  Unity Artificial Intelligence Programming - Fifth Edition

Product typeBook
Published inMar 2022
Reading LevelBeginner
PublisherPackt
ISBN-139781803238531
Edition5th Edition
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Dr. Davide Aversa
Dr. Davide Aversa
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Dr. Davide Aversa

Dr. Davide Aversa holds a PhD in Artificial Intelligence (AI) and an MSc in AI and robotics from the University of Rome La Sapienza in Italy. He has a strong interest in AI for the development of interactive virtual agents and procedural content generation. He has served as a program committee member for video game-related conferences such as the IEEE conference on computational intelligence and games, and he also regularly participates in game-jam contests. He also writes a blog on game design and game development.
Read more about Dr. Davide Aversa

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The Unity Machine Learning Agents Toolkit

The Unity Machine Learning Agents Toolkit (ML-Agents Toolkit) is a collection of software and plugins that help developers write autonomous game agents powered by machine learning algorithms. You can explore and download the source code at the GitHub repository at https://github.com/Unity-Technologies/ml-agents.

The ML-Agents Toolkit is based on the reinforcement learning algorithm. Simplistically, reinforcement learning is the algorithmic equivalent of training a dog. For example, if you want to teach a dog some trick, you give him a command, and then, when the dog does what you expect, you reward him. The reward tells your dog that it responded correctly to the command, and therefore, the next time it hears the same command, it will do the same thing to get a new reward.

Note

In reinforcement learning, you can also punish your agent when doing the wrong things, but in the dog-training example, I can assure you that punishment is...

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Unity Artificial Intelligence Programming - Fifth Edition
Published in: Mar 2022Publisher: PacktISBN-13: 9781803238531

Author (1)

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Dr. Davide Aversa

Dr. Davide Aversa holds a PhD in Artificial Intelligence (AI) and an MSc in AI and robotics from the University of Rome La Sapienza in Italy. He has a strong interest in AI for the development of interactive virtual agents and procedural content generation. He has served as a program committee member for video game-related conferences such as the IEEE conference on computational intelligence and games, and he also regularly participates in game-jam contests. He also writes a blog on game design and game development.
Read more about Dr. Davide Aversa