Are you an experienced developer that has been curious about practical applications of Machine Learning? Or are you a data scientist that is interested in the engineering challenges that a team will face when deploying a model for use by real users? Then this session is for you! We will provide a survey of modern ML concepts such as deep learning and transformers as well as discuss practical use-cases such as natural language processing and computer vision. In addition, we will deploy a simple model to production to demonstrate a quick and easy way to enable your model to be accessed by real users.