Reinforcement learning is supervised learning on optimized data. ... Seen from this supervised learning perspective, many RL algorithms can be viewed as alternating between finding good data and doing supervised learning on that data.

What type of learning is reinforcement learning?

Reinforcement Learning(RL) is a type of machine learning technique that enables an agent to learn in an interactive environment by trial and error using feedback from its own actions and experiences.

Is reinforcement learning harder than supervised?

The reinforcement learning is hardest part of machine learning. ... You can use popular machine learning models (ensembles of convolutional nets, autoencoders, recurrent neural nets) in reinforcement learning but training the controller is much harder than in supervised learning world.