My research interest are in the broad area of Goal-Oriented Conversational Systems (e.g.; ordering a pizza using a chatbot). I believe that the requirement for labelled training data is practically unsustainable. So, I am putting my efforts to solve the problems (closely related to the chatbots), utlizing semi-supervised and/or unsupervised techniques, specifically Zero Shot Learning & Deep Reinforcement Learning.