Sergul Aydore

Title: The Innovative Mind of Sergul Aydore

Introduction

Sergul Aydore is a prominent inventor based in New York, NY, known for her significant contributions to technology and data science. With a total of four patents to her name, she has developed innovative solutions that address complex challenges in data analysis and anomaly detection.

Latest Patents

One of her latest patents is titled "Generating Relaxed Synthetic Data Using Adaptive Projection." This algorithm is designed to release answers to a vast number of statistical queries while ensuring differential privacy. It effectively answers queries on private datasets through simple perturbation and seeks to create a synthetic dataset that closely matches the noisy answers. The algorithm employs a continuous relaxation of the synthetic dataset domain, making the projection loss differentiable and enabling the use of efficient machine learning optimization techniques. By iteratively identifying queries with high error, the algorithm optimally utilizes a privacy budget, particularly when the budget is small or the query class is extensive.

Another notable patent is "Detecting Anomalous Events from Categorical Data Using Autoencoders." This invention provides systems, devices, and methods for identifying anomalous events from categorical data. The system receives a dataset related to actions within a computing environment, which includes categorical data indicative of anomalous activity. An autoencoder is trained to reconstruct approximations of requests based on this dataset, utilizing beta divergence and maximum mean discrepancy divergence. The trained system can then evaluate requests to determine if they indicate anomalous data based on a calculated normalcy score.

Career Highlights

Sergul Aydore has worked with leading companies such as Amazon Technologies, Inc. and JPMorgan Chase Bank, N.A. Her experience in these organizations has allowed her to apply her innovative ideas in real-world applications, contributing to advancements in technology and data processing.

Collaborations

Throughout her career, Sergul has collaborated with talented individuals, including Luca Melis and William Brown. These partnerships have fostered a creative environment that has led to the development of groundbreaking technologies.

Conclusion

Sergul Aydore is a remarkable inventor whose work in data science and technology continues to make a significant impact. Her innovative patents and collaborations highlight her dedication to advancing the field and solving complex problems.