Sam Israelyan

Title: Sam Israelyan: Innovator in Machine Learning for Data Center Performance

Introduction

Sam Israelyan is a notable inventor based in Yerevan, Armenia. He has made significant contributions to the field of machine learning, particularly in resolving performance issues within data centers. With a total of 2 patents, his work focuses on enhancing the efficiency and reliability of data center operations.

Latest Patents

Sam Israelyan's latest patents include innovative methods and systems for using machine learning to resolve performance problems with objects in a data center. The first patent describes automated, computer-implemented methods that utilize machine learning to obtain rules defining relationships between probabilities of event types in log messages and performance problems identified by a key performance indicator (KPI) of the object. When a KPI violates a corresponding threshold, the rules evaluate runtime log messages to identify the probable root cause of the performance problem. An alert indicating the KPI threshold violation, along with the relevant log messages, is displayed on a graphical user interface of an electronic display device.

The second patent also focuses on resolving performance problems in data centers. It describes automated methods that train a machine learning model comprising rules that define relationships between event types in log messages and KPI values over a historical time period. Similar to the first patent, when a KPI threshold is violated, the rules are used to evaluate runtime log messages, leading to the identification of the performance issue. Alerts are then presented on a graphical user interface for user awareness.

Career Highlights

Sam Israelyan is currently employed at VMware, Inc., where he continues to develop innovative solutions for data center management. His expertise in machine learning and performance optimization has positioned him as a valuable asset in the tech industry.

Collaborations

Throughout his career, Sam has collaborated with talented individuals such as Ashot Nshan Harutyunyan and Arnak Poghosyan. These collaborations have further enriched his work and contributed to the advancement of technology in data centers.

Conclusion

Sam Israelyan is a prominent inventor whose work in machine learning has the potential to revolutionize data center performance management. His patents reflect a deep understanding of the challenges faced in this field and offer innovative solutions to enhance operational efficiency.