Cisco Technology, Inc.

Lin Ma

Ram Sriharsha

Mohan Rajagopalan

John C Reed

Amir Malekpour

Chinmay Madhav Kulkarni

A computer-implemented method is disclosed that includes operations of receiving a request to store a representation of a machine learning (ML) model in a non-transitory computer-readable medium, validating the representation of the ML model, and storing the representation of the ML model. The representation of the ML model may be a computation graph, and further, the computation graph may be a format for representing ML models through a defined common set of operators and a common file format. Validating the representation of the ML model may include verifying an input schema of the representation of the ML model is compatible with an input schema of the ML model. The method may include further operations of deserializing the representation of the ML model, wherein a successful deserialization indicates that the representation of the ML model is valid and secure.

Growing community of inventors

Burnaby, Canada

Lin Ma