Amazon Technologies, Inc.

Shieldx Networks, Inc.

Pankaj Sitpure

Ratinder Paul Singh Ahuja

Manuel Nedbal

Ariya Rastrow

Andrew Oberlin

Gurpreet Singh Chadha

Milind Mukesh Rao

Santosh Kumar Patro

Buddha Puneeth Nandanoor

Anand Mohan

Gopinath Chennupati

Prahalad Venkataramanan

A first neural network (NN) model may generate labels for training a second NN model. The second NN model may represent instances of a NN model operating on multiple different devices (e.g., decentralized user and/or edge devices). The system may include using a 'teacher' model to process data received by one or more of the devices to generate a labeled dataset. The system may use the labeled dataset and a “student” model to calculate gradient data for updating the student model. The student model may be the same or similar to NN model instances operating on the devices. The system may validate the updated student model to determine, for example, whether it exhibits improved performance when processing the newly received data and/or historical data. The system may distribute the validated update to the devices.

Continuous learning for machine learning models

Systems, methods, and apparatuses enable a network security system to more efficiently process and respond to events generated by hypervisors and other associated components of a networked computer system. In this context, a hypervisor event refers broadly to any action that occurs related to one or more components of a hypervisor (including the hypervisor itself, virtual servers hosted by the hypervisor, etc.) and/or to data identifying the occurrence of the action(s) (e.g., a log entry, a notification message, etc.). A security service obtains and analyzes event data from any number of different types of hypervisors, where each different type of hypervisor may represent events differently and/or make event data accessible in different ways, among other differences.

Systems and methods for processing hypervisor-generated event data

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San Jose, CA, United States of America

Pankaj Sitpure