Georgia Perakis

Title: Georgia Perakis: Innovator in Demand Modeling

Introduction

Georgia Perakis is a notable inventor based in Belmont, MA (US). She has made significant contributions to the field of demand modeling, holding a total of three patents. Her work focuses on optimizing demand predictions for retail items, showcasing her expertise in machine learning and data analysis.

Latest Patents

Georgia Perakis's latest patents include an "Optimized Tree Ensemble Based Demand Model." This invention involves generating and training an optimized demand model to predict the demand for an item. The process includes receiving multiple trees, each with levels of splits and nodes that correspond to demand features influencing the item's demand. The model optimizes demand features using stored bounds to enhance prediction accuracy. Another patent under her name also revolves around an optimized demand model for retail items, where she trains a tree ensemble machine learning model to determine optimal child nodes and generate a feasible region for each tree.

Career Highlights

Throughout her career, Georgia has worked with prestigious organizations such as the Massachusetts Institute of Technology and Oracle International Corporation. Her experience in these institutions has allowed her to refine her skills and contribute to innovative projects in demand modeling.

Collaborations

Georgia has collaborated with talented individuals, including Kiran V Panchamgam and Leann Thayaparan, who have contributed to her research and development efforts.

Conclusion

Georgia Perakis stands out as an influential inventor in the realm of demand modeling, with her patents reflecting her innovative approach to solving complex problems in retail demand prediction. Her contributions continue to impact the field significantly.