Microsoft Technology Licensing, LLC

Xiang Yue

Robert Alexander Sim

Girish Kumar

David Benjamin Levitan

Julia S McANALLEN

Huseyin Atahan Inan

Systems and methods are directed to building annotated models based on eyes-off data. Specifically, a synthetic data generation model is trained and used to further train a target model. The synthetic data generation model is trained within an eyes-off environment using an anonymity technique on confidential data. The synthetic data generation model is then used to create synthetic data that closely represents the confidential data but without any specific details that can be linked back to the confidential data. The synthetic data is then annotated and used to train the target model within an eyes-on environment. Subsequently, the target model is deployed back within the eyes-off environment to classify the confidential data.

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Xiang Yue