Company Filing History:
Years Active: 2024
Title: Rakesh Akkera: Innovator in Machine Learning for Cloud Environments
Introduction
Rakesh Akkera is a notable inventor based in Lynwood, WA (US). He has made significant contributions to the field of cloud computing through his innovative patent. His work focuses on enhancing the efficiency of virtual machine scheduling in cloud systems, particularly for interruptible workloads.
Latest Patents
Rakesh Akkera holds a patent titled "Machine-learning-based replenishment of interruptible workloads in cloud environment." This patent outlines systems and methods for scheduling a virtual machine (VM) to host a workload in a cloud system. The technology specifically addresses the scheduling of an evicted VM for redeploying an interruptible workload. The scheduling process is informed by capacity prediction and inference data associated with the type of the evicted VM. A capacity signal predictor generates training data for a machine learning model using historical capacity signal data from the cloud system. Once trained, the model predicts capacity, including the rate of evictions for the types of evicted VMs. The intelligent scheduler prioritizes the evicted VM for scheduling upon receiving a notice of workload interruption and assesses whether to defer redeploying the evicted VM based on the eviction rate.
Career Highlights
Rakesh Akkera is currently associated with Microsoft Technology Licensing, LLC, where he applies his expertise in machine learning and cloud technologies. His innovative approach to scheduling in cloud environments has the potential to significantly improve resource management and operational efficiency.
Collaborations
Rakesh has collaborated with talented individuals such as Inigo Goiri Presa and Eli Cortez Custodio Vilarinho. These collaborations have likely contributed to the advancement of his research and the successful development of his patent.
Conclusion
Rakesh Akkera is a pioneering inventor whose work in machine learning and cloud computing is shaping the future of technology. His patent demonstrates a commitment to improving cloud resource management through innovative solutions.