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.