OneDigital ML Platform: Unleashing the Power of Machine Learning at Scale
Explore the journey of building a new machine learning platform at OneDigital, the data and digital division of Wesfarmers, using Ray, Anyscale, and complementary technologies. Discover how this comprehensive platform addresses the challenges of scalability and efficient end-to-end productionization for ML products utilizing vast amounts of data. Learn about the key requirements, architecture, strategies, and techniques employed to create a rich user experience and reduce model deployment time and complexity. Examine retail use cases showcasing advanced ML models fine-tuned on Ray for improved customer segmentation, behavior analysis, and preference identification. Gain insights into modern architecture and performance capabilities that enable machine learning at scale in this 27-minute talk presented by Anyscale.