cdfoundation / sig-mlops

CDF SIG MLOps
https://cd.foundation
Apache License 2.0
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Intrinsic protection of models - Technology Requirement #34

Closed AlmogBaku closed 4 years ago

AlmogBaku commented 4 years ago

"Model inferencing will have to embrace modern application security techniques to protect the model against these kinds of attacks. Inferencing might be protected through restriction of access(tokens), rate-limiting, and monitoring of incoming traffic. In addition, as part of the integration test phase, there is a requirement to test the model against adversarial attacks(both common attacks, and domain-specific attacks) in a sandboxed environment."

michaelneale commented 4 years ago

looks good - the commentary about rate limiting and protections could be a requirement or a solution, but I like that is mentioned (I think this is close to what we discussed). Nice one.

tdcox commented 4 years ago

/lgtm