Company Filing History:
Years Active: 2020-2024
Title: Innovations of Olivia Kim
Introduction
Olivia Kim is a prominent inventor based in San Francisco, California. She has made significant contributions to the field of machine learning and optimization, holding a total of six patents. Her work focuses on developing systems and methods that enhance the tuning of hyperparameters in machine learning models.
Latest Patents
One of her latest patents is titled "Systems and methods for implementing an intelligent tuning of multiple hyperparameter criteria of a model constrained with metric thresholds." This invention involves receiving a tuning request that includes multiple objective functions for a machine learning model. The system defines a joint tuning function based on these objectives and identifies a Pareto efficient frontier curve to propose optimal hyperparameter values.
Another notable patent is "Systems and methods for implementing an intelligent machine learning optimization platform for multiple tuning criteria." This patent outlines a process for receiving multi-criteria tuning requests and computing a joint tuning function to optimize hyperparameters effectively. The invention aims to enhance the performance of machine learning models by identifying optimal hyperparameter values along a convex Pareto optimal curve.
Career Highlights
Olivia has worked with notable companies such as SigOpt, Inc. and Intel Corporation. Her experience in these organizations has allowed her to refine her skills in machine learning and optimization, contributing to her innovative patents.
Collaborations
Throughout her career, Olivia has collaborated with talented individuals, including Bolong Cheng and Michael McCourt. These partnerships have fostered a creative environment that has led to groundbreaking advancements in her field.
Conclusion
Olivia Kim is a trailblazer in the realm of machine learning optimization, with a strong portfolio of patents that reflect her innovative spirit. Her contributions continue to shape the future of technology and inspire others in the field.