Talha Ongun

Title: Talha Ongun: Innovator in Machine Learning and Cybersecurity

Introduction

Talha Ongun is a prominent inventor based in Boston, MA (US). He has made significant contributions to the field of machine learning, particularly in the area of cybersecurity. His innovative approach to classifying malicious command line strings has garnered attention in the tech community.

Latest Patents

Talha Ongun holds a patent titled "Command classification using active learning." This patent outlines techniques that enable systems to train a machine learning model to classify malicious command line strings. The system receives a labeled data set containing command line inputs that are known to be either malicious or benign. By utilizing a term embedding model, the system generates aggregated numerical representations of the command line inputs for analysis. These representations include term scores that indicate the probability of individual terms being malicious, as well as numerical representations of the terms themselves. The aggregated numerical representations are then provided to the machine learning model, allowing it to learn how to distinguish between malicious and benign command line inputs. Talha Ongun's patent represents a significant advancement in the field of cybersecurity.

Career Highlights

Talha Ongun is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate and develop new technologies. His work focuses on enhancing machine learning applications and improving cybersecurity measures.

Collaborations

Throughout his career, Talha has collaborated with notable colleagues, including Jack Wilson Stokes, III, and Jonathan Bar Or. These collaborations have contributed to the development of advanced technologies in the field.

Conclusion

Talha Ongun is a distinguished inventor whose work in machine learning and cybersecurity is paving the way for future innovations. His patent on command classification using active learning showcases his expertise and commitment to enhancing security measures in technology.