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WHAT IS A UNITY ML-AGENT?
For those of you who are not well acquainted with the term “Unity Machine Learning Agents”, it is an open source Unity plugin with a license of Apache 2.0. that allows developers to train, modify, and embed intelligent agents to create an intelligent gaming experience by creating smart behaviors and reasonable virtual characters. A Unity ML-Agent allows programmers to not just code but teach these agents and make them intelligent using imitation learning, neuro evaluation, deep reinforcement learning, and other ML techniques through a simple Python API that contains the RL Algorithm for interacting and manipulating a learning environment. These Unity ML-Agents learn from the AI environments that contribute towards enhancing gameplay and giving players an immersive gaming experience.
In September 2017, Unity released its first version of Machine Learning Agent Toolkit, the v.10 Unity package which was verified for the 2020.2 Editor release. Then in May 2021, they released the v2.0 version of the ML-Agent Unity package. The primary benefits that it gave the developers was to use Unity to train and integrate intelligent agents with API stability, easy installation, and a verified package. Over the years, these agents have improved and evolved in the gaming industry by addition of new training options like curriculum learning, the curiosity module and by improving the speed and efficiency, self play for multi-agent scenarios, and providing native, cross-platform inference support for all Unity ML-Agents. This toolkit has been developed by Unity through the years and there continues to be work done to make it even better in its performance and efficacy.
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Machine Learning in video game creation is leveraged by developers across the globe to adjust game balance by training models. This helps to unity game developers to creating games that are entertaining, balanced and aligned with the creator’s vision. However, Unity brings these amazing innovations and upgrades that contribute towards the expansion and transformation of the gaming industry…Read more- WHY TO USE UNITY ML-AGENTS TO CREATE INTELLIGENT GAMING EXPERIENCE?