We report a bio-inspired approach for training a neural network through reinforcement learning to induce high level functions within the network. Based on the interpretation that animals have gained their cognitive functions such as object recognition — without ever being specifically trained for — as a result of maximizing their fitness to the environment, we place our agent in a custom environment where developing certain functions may facilitate decision making; the custom environment is desi…