This lecture explores the opportunities arising from the convergence of Internet of Things and machine learning, focusing on the vast amount of data generated by IoT technologies and its personalized applications. It provides an introduction to machine learning, its philosophy, and practical usage, addressing challenges in implementing machine learning in the IoT domain.