Location History:
- Mountain View, CA (US) (2015)
- El Dorado Hills, CA (US) (2022 - 2024)
Company Filing History:
Years Active: 2015-2025
Title: The Innovative Mind of Lauren McMullen
Introduction
Lauren McMullen is a prominent inventor based in El Dorado Hills, California. She has made significant contributions to the field of machine learning, holding a total of eight patents. Her work focuses on developing systems and methods that enhance the efficiency and effectiveness of machine learning pipelines.
Latest Patents
One of her latest patents is titled "Orchestrator for Machine Learning Pipeline." This invention provides a system and method for training and validating models in a machine learning pipeline specifically for failure mode analytics. The machine learning pipeline includes an unsupervised training phase, a validation phase, and a supervised training and scoring phase. The method involves receiving an identification of a machine learning model and executing a pipeline comprising various services that train the model through unsupervised and supervised learning processes. The orchestration module controls the ordered execution of these services, and the trained model is stored in a database associated with the pipeline. Another significant patent focuses on failure mode analytics, which includes creating a machine learning model for failure mode detection associated with an asset. This process involves retrieving historical notification data, generating an unsupervised machine learning model, and mapping identified failure topics to predefined failure modes.
Career Highlights
Lauren McMullen currently works at SAP SE, where she continues to innovate and develop advanced machine learning solutions. Her expertise in orchestrating machine learning pipelines has positioned her as a leader in her field.
Collaborations
Some of her notable coworkers include Anubhav Bhatia and Simon Lee, who contribute to her projects and enhance the collaborative environment at SAP SE.
Conclusion
Lauren McMullen is a trailblazer in the realm of machine learning, with a strong portfolio of patents that reflect her innovative spirit. Her contributions are shaping the future of technology and analytics.