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Book Overview & Buying
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Table Of Contents
Architectures for the Intelligent AI-Ready Enterprise
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This chapter showed how the MongoDB, RegData, and Voyage AI alliance addresses the critical challenge facing financial institutions: leveraging AI capabilities while maintaining rigorous data protection and regulatory compliance. You were introduced to the concept of semantic data protection, which goes beyond traditional encryption and masking approaches that render data unusable for AI applications. Semantic data protection preserves the meaning, context, and format of information while removing or replacing the sensitive values themselves, enabling AI models to generate meaningful outputs without compromising security.
However, semantic protection alone is insufficient for high-quality AI outputs in financial applications. The chapter emphasized that contextual semantic protection is essential to deliver meaningful AI responses. While basic semantic protection simply replaces sensitive data with semantically equivalent alternatives (a phone number with another phone...
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