AI has an extensive impact on our lives, from music recommendations to autonomous driving. Companies need to leverage advanced AI systems to stay competitive and create innovative offerings for their customers. But what does this mean, from a technical perspective, for your business? In this workshop, we want to introduce software professionals to modern Machine Learning problems, in order to develop in one day the understanding of where the journey could go in their own company. We'll look at the basics of supervised and unsupervised learning, discuss the flood of data that needs to be managed and its quality; and round it all off with some MLOps topics. The goal is not to train experts in one day, but to make software experts aware of what challenges can arise in connection with ML in future software projects.