Company Filing History:
Years Active: 2019-2025
Title: Behnaz Hassanshahi: Innovator in Machine Learning and Security Frameworks
Introduction
Behnaz Hassanshahi is a prominent inventor based in Brisbane, Australia. She has made significant contributions to the fields of machine learning and security frameworks. With a total of 9 patents to her name, her work continues to influence the technology landscape.
Latest Patents
One of her latest patents involves developing a programming language model for machine learning tasks. This method includes adjusting a token list to incorporate a language token used by a tokenizer for a pretrained language model. The pretrained language model consists of a set of layers, including initial layers, an embedding layer, and an output layer. The method also involves modifying the output layer to replace the output vector with the embedding vector. Additionally, it includes freezing the initial layers to create a set of frozen layers that do not update during training. The pretrained language model is then trained using the language token, the output layer modification, and the frozen layers to form a fine-tuned model.
Another notable patent is her work on building a process security framework. This method entails receiving multiple security framework requirements and mapping them to a predicate. It further involves mapping the predicate to a system-specific implementation and evaluating the target system using a runtime system. The evaluation analyzes a multitude of build files and presents a report indicating whether the security framework requirements are satisfied.
Career Highlights
Behnaz currently works at Oracle International Corporation, where she applies her expertise in machine learning and security frameworks. Her innovative approaches have garnered attention in the tech community, and her patents reflect her commitment to advancing technology.
Collaborations
Throughout her career, Behnaz has collaborated with talented individuals such as Padmanabhan Krishnan and Trong Nhan Mai. These collaborations have further enriched her work and contributed to her success as an inventor.
Conclusion
Behnaz Hassanshahi is a trailblazer in the fields of machine learning and security frameworks. Her innovative patents and contributions to Oracle International Corporation highlight her significant impact on technology.