The text introduces a video that educates viewers on Reinforcement Learning and Deep Q-Learning. Key points covered include understanding states, actions, and rewards in the context of reinforcement learning. Additionally, the video explains Q-Learning and provides an example to illustrate its application. Finally, it touches upon Deep Q-Learning using neural networks.