Sriram Parthasarathy

Title: Innovations by Sriram Parthasarathy

Introduction

Sriram Parthasarathy is a notable inventor based in Fremont, California. He has made significant contributions to the field of technology, particularly in the areas of system monitoring and anomaly detection. With a total of four patents to his name, Sriram's work reflects a deep understanding of machine learning and data analysis.

Latest Patents

Sriram's latest patents include "Continuous system service monitoring using real-time short-term and long-term analysis techniques." This innovative system can monitor applications and analyze metrics to determine if one or more applications are regressing or performing as expected. The metric analysis involves performing a first short-term data analysis and, if the data is not as expected, a second short-term analysis based on machine learning-based pattern recognition machines. If the short-term analysis finds that the metrics aren't as expected, a long-term analysis is performed. This long-term analysis can compare chunks of streaming metric data to cached metric blocks and historical data, including a concept drift analysis.

Another significant patent is "Service regression detection using real-time anomaly detection of log data." This system provides continuous delivery and service regression detection in real time based on log data. The log data is clustered based on textual and contextual similarity, serving as an indicator for the behavior of a service or application. The clusters can be augmented with the frequency distribution of occurrences bucketed at a temporal level. Collectively, the textual and contextual similarity clusters serve as a strong signature of the current service state and a strong indicator for predicting future behavior. Machine learning techniques are employed to generate a signature from log data to represent the current state and predict the future behavior of the service at any instant in time.

Career Highlights

Sriram Parthasarathy currently works at Harness Inc., where he continues to innovate and develop cutting-edge technologies. His expertise in machine learning and data analysis has positioned him as a valuable asset in his field.

Collaborations

Some of Sriram's coworkers include Raghvendra Singh and Parnian Zargham, who contribute to the collaborative environment at Harness Inc. Their combined efforts enhance the innovative projects being developed within the company.

Conclusion

Sriram Parthasarathy's contributions to technology through his patents demonstrate his commitment to advancing system monitoring and anomaly detection. His work not only reflects his expertise but also