TensorSCONE: A Secure TensorFlow Framework using Intel SGX

Understand

Machine learning has become a critical component of modern data-driven online services.

• Typically, the training phase of machine learning techniques requires to process large-scale datasets which may contain private and sensitive information of customers.
• This imposes significant security risks since modern online services rely on cloud computing to store and process the sensitive data.
• In the untrusted computing infrastructure, security is becoming a paramount concern since the customers need to trust the thirdparty cloud provider.