Company Filing History:
Years Active: 2022-2023
Title: Prashant Subbarao: Innovator in Machine Learning and Network Protocols
Introduction
Prashant Subbarao is a notable inventor based in Cambridge, MA, who has made significant contributions to the field of machine learning and network protocols. With a total of two patents to his name, he has developed innovative systems that enhance the understanding of server communications.
Latest Patents
His latest patents focus on the inference of service protocols from server banner data. The first patent, titled "Scanning server ports to infer service protocols," describes systems and methods that utilize a machine learned model to determine a server's service protocol based on the banner data it produces. The model is implemented by a network scanner that receives banner data from open ports on servers. The received banner is parsed into a set of features, such as the counts or presence of specific characters or strings. Certain types of banner content, including network addresses and hostnames, are replaced with special characters to enhance the model's accuracy. This approach allows for high accuracy in protocol inference without relying on human-specified rules, which can be prone to biases.
The second patent, "Machine learned inference of protocols from banner data," shares similar methodologies and objectives. It emphasizes the use of machine learning to improve the accuracy of protocol inference from unconventional banner data. The innovative techniques developed by Prashant Subbarao have the potential to revolutionize how network protocols are understood and utilized.
Career Highlights
Prashant Subbarao is currently employed at Rapid7, Inc., where he continues to work on cutting-edge technologies in network security and machine learning. His expertise in these areas has positioned him as a valuable asset to his company and the broader tech community.
Collaborations
He collaborates with talented individuals such as Roy Donald Hodgman and Derek M Abdine, contributing to a dynamic work environment that fosters innovation and creativity.
Conclusion
Prashant Subbarao's work in machine learning and network protocols exemplifies the impact of innovative thinking in technology. His patents not only advance the field but also pave the way for future developments in network security.