Artificial intelligence (AI) is not just a technology. Beyond the algorithms, AI drives services that are rapidly changing our work, our personal lives, and in extension the very fabric of society. The course Human-Centered Machine Learning is podcast-based and aims to provide professionals with more knowledge on machine learning, how to design better services, and how to avoid some of the pitfalls with different AI techniques (predominantly various kinds of machine learning and deep learning). The content is on the one hand focused on the basics of the technology, and on the other hand a design-oriented approach to building human-centered services using AI technology. The podcast is in English and consists of 12 episodes of varying length, most of them around 40 minutes.