
Deeper Insights into Machine Learning
John Hearty is a Manager of Data Science team with substantial expertise in
data science and infrastructure engineering. Having started out in mobile gaming, he was drawn
to the challenge of AAA console analytics. Keen to start putting advanced machine learning
techniques into practice, he signed on with Microsoft to develop player modelling capabilities
and big data infrastructure at an Xbox studio. His team made significant strides in engineering
and data science that were replicated across Microsoft Studios. Some of the more rewarding
initiatives he led included player skill modelling in asymmetrical games, and the creation of
player segmentation models for individualized game experiences. Eventually, John struck out on
his own as a consultant offering a comprehensive infrastructure and analytics solutions for
international client teams seeking new insights or data-driven capabilities. His favorite
current engagement involves creating predictive models and quantifying the importance of user
connections for a popular social network. After years spent working with data, John is largely
unable to stop asking questions. In his own time, he routinely builds ML solutions in Python to
fulfill a broad set of personal interests. These include a novel variant on the StyleNet
computational creativity algorithm and solutions for algo-trading and geolocation-based
recommendationRaschka Sebastian :
Sebastian Raschka is an Assistant Professor of Statistics at the University of
Wisconsin-Madison focusing on machine learning and deep learning research. As Lead AI Educator
at Grid AI, Sebastian plans to continue following his passion for helping people get into
machine learning and artificial intelligence.Julian David :
David Julian is a freelance technology consultant and educator. He has worked as a consultant for government, private, and community organizations on a variety of projects, including using machine learning to detect insect outbreaks in controlled agricultural environments (Urban Ecological Systems Ltd., Bluesmart Farms), designing and implementing event management data systems (Sustainable Industry Expo, Lismore City Council), and designing multimedia interactive installations (Adelaide University). He has also written Designing Machine Learning Systems With Python for Packt Publishing and was a technical reviewer for Python Machine Learning and Hands-On Data Structures and Algorithms with Python - Second Edition, published by Packt.