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The ultimate objective of Natural Language Processing (NLP) is to let machines understand, and make sense of the human languages for valuable business applications. One field where NLP has excelled is Digital Marketing where it has shown interesting results especially with Recommender Systems. In this workshop, we will begin by understanding the basics of NLP then through case studies, we will dive into training different NLP models in order to make relevant recommendations for perfume products in a chatbot interface. This application is based on an open source dataset and will result in helping future customers choose from the top-5 extracted products.