Privacy preserving Neural Network Inference on Encrypted Data with GPUs

Understand

Machine Learning as a Service (MLaaS) has become a growing trend in recent years and several such services are currently offered.

• MLaaS is essentially a set of services that provides machine learning tools and capabilities as part of cloud computing services.
• In these settings, the cloud has pre-trained models that are deployed and large computing capacity whereas the clients can use these models to make predictions without having to worry about maintaining the models and the service.
• However, the main concern with MLaaS is the privacy of the client's data.