This chapter discusses the usage of a cloud-based vector database for models and the emphasis on device inference for face detection and face matching. It highlights the importance of on-device inference and introduces two services: veriface and Naio Simi. It also explores the training process involved in verifying facial uniqueness and the potential of synthetic data in detecting fraud patterns.

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