Raizy Kellermann

Title: Raizy Kellermann: Innovating Machine Learning Security in Jerusalem

Introduction: Raizy Kellermann is a notable inventor based in Jerusalem, Israel, who has made significant contributions to the field of machine learning and cybersecurity. With a focus on developing advanced techniques to enhance fraud detection and optimize computing processes, Raizy has been awarded two patents that reflect her inventive prowess in this rapidly evolving domain.

Latest Patents:

Raizy's latest inventions include groundbreaking work in machine learning fraud resiliency and security optimization in deep learning environments. Her first patent, titled "Machine Learning Fraud Resiliency Using Perceptual Descriptors," details a method that involves accessing a training dataset for a classifier system, calculating perceptual hashes, and generating clusters to enhance fraud detection via classifiers. The system is designed to identify potential adversarial attacks by comparing classification results derived from both neural networks and perceptual hash clusters.

The second patent, titled "Security Optimizing Compute Distribution in a Hybrid Deep Learning Environment," focuses on optimizing the distribution of compute resources in machine learning models. This patent outlines a method for determining the security and compute capabilities of client machines, enabling efficient offloading of specific model layers for processing, thus improving both security and computational effectiveness.

Career Highlights:

Raizy works at Intel Corporation, where she has devoted her expertise to advancing the company's initiatives in machine learning and artificial intelligence. Her contributions are pivotal in driving innovation at Intel, especially in enhancing the security of machine learning applications.

Collaborations:

Throughout her career, Raizy Kellermann has had the pleasure of collaborating with talented coworkers, including Alex Nayshtut and Oleg Pogorelik. These partnerships have allowed her to further innovate and contribute to meaningful advancements in her field.

Conclusion:

Raizy Kellermann stands out as a leading inventor in the realm of machine learning and cybersecurity. With her two patents, she has established a robust foundation for future innovations in fraud detection and compute optimization. Her work continues to impact the way organizations leverage machine learning technologies securely and effectively.