What is Exploration vs. Exploitation in Reinforcement Learning?

“Exploration and Exploitation dilemma” is one of the key concepts in reinforcement learning. There are a lot of deep explanations elsewhere so here I’d like to share tips on what you can say during an interview setting.

What is exploration vs. exploitation in reinforcement learning?