This document provides an introduction and agenda for a machine learning marketing use case presentation. It includes an overview of the data science process, machine learning algorithms, and examples of machine learning in marketing. It discusses data preparation, feature selection, preprocessing, transformation, and algorithm selection. It also provides a primer on deep learning, the benefits of deep learning for feature extraction, and examples of innovations using deep learning. The presentation aims to help understand how to apply machine learning and deep learning techniques to optimize marketing.