Recommendation systems got a lot of focus in recent times due to the increase in online shopping. Recommendation always goes hand in hand with measurement and experimentation. In this talk we would cover contextual-bandits, a technique that combines both aspects and bakes machine/deep learning into the process. Contextual bandits are increasingly adopted in the industry, and is being used by recommendation giants such as Netflix, Facebook, Expedia, and many more.