Hey Arthur, nice work . Definitely a must read for anyone into reinforcement learning . I am just a beginner . I have a doubt . You are training the neural network with the values generated by the tabular approach . Then how does it help because you have to go through generating the values of the tabular method all over again. I know it would sound stupid to you but I would be very glad if you could help me out.