Kirby Bosch

Title: Kirby Bosch: Innovator in Machine Learning and Hotel Upselling

Introduction

Kirby Bosch is a notable inventor based in Ann Arbor, MI (US). She has made significant contributions to the field of machine learning, particularly in the area of hotel upselling through innovative predictive modeling techniques. Her work has the potential to transform how hotels manage reservations and optimize their offerings.

Latest Patents

Kirby Bosch holds a patent for a groundbreaking invention titled "Machine learning based federated learning with hierarchical modeling hotel upsell." This patent describes a method for enhancing hotel room selection by creating hierarchical prediction models for different hotel chains. The first model receives reservation data from various properties within a hotel chain, while the second model does the same for another chain. The models generate parameters that are averaged at a horizontal federated server, resulting in a new probability distribution that is then distributed back to the hotel properties.

Career Highlights

Kirby Bosch is currently employed at Oracle International Corporation, where she applies her expertise in machine learning to develop innovative solutions. Her work at Oracle has positioned her as a key player in the intersection of technology and hospitality, showcasing her ability to leverage data for improved business outcomes.

Collaborations

Throughout her career, Kirby has collaborated with talented individuals such as Andrew Vakhutinsky and Jorge Luis Rivero Perez. These collaborations have enriched her work and contributed to the development of her innovative patent.

Conclusion

Kirby Bosch is a pioneering inventor whose work in machine learning and hotel upselling exemplifies the power of innovation in the hospitality industry. Her contributions are paving the way for smarter, data-driven decision-making in hotel management.