Company Filing History:
Years Active: 2019-2020
Title: Kari E J Torkkola: Innovator in Demand Forecasting
Introduction
Kari E J Torkkola is a notable inventor based in Seattle, WA. He has made significant contributions to the field of demand forecasting through his innovative patents. With a total of 2 patents, Torkkola's work focuses on utilizing machine learning techniques to enhance forecasting accuracy.
Latest Patents
Torkkola's latest patents include "Demand forecasting via direct quantile loss optimization" and "Cluster-based demand forecasting procedure." The first patent describes a method and system for item demand forecasting that employs machine learning to generate a set of quantiles. This method identifies relevant item features and uses them as inputs to a regression module, which calculates quantiles for each item. The calculated demand values are associated with confidence levels, allowing for more informed forecasting decisions. The second patent outlines methods for determining demand patterns for items and clustering them based on these patterns. This approach enables the forecasting of demand for items based on the composite demand pattern of their respective clusters.
Career Highlights
Kari E J Torkkola is currently employed at Amazon Technologies, Inc., where he applies his expertise in demand forecasting. His innovative approaches have contributed to the company's ability to optimize inventory management and improve customer satisfaction.
Collaborations
Torkkola has collaborated with notable colleagues such as Fedor Zhdanov and Ru He. These partnerships have fostered a collaborative environment that enhances the development of innovative solutions in demand forecasting.
Conclusion
Kari E J Torkkola is a distinguished inventor whose work in demand forecasting has made a significant impact in the field. His innovative patents and contributions to Amazon Technologies, Inc. highlight his commitment to advancing technology in this area.