Ronald T. Kneusel has been working with machine learning in industry since 2003 and completed a PhD in artificial intelligence at the University of Colorado, Boulder, in 2016. Ron lives in Colorado, which is a great place to foster his interest in birding. Ron's other AI books include: How AI Works (2023), Practical Deep Learning (2nd edn, 2024), and Math for Deep Learning (2021).