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Podcast: Chaos Computer Club - recent audio-only feed
Episode: Anonymization of sensitive information in financial documents (sps25)
Description: Data is the fossil fuel of the machine learning world, essential for developing high quality models but in limited supply. Yet institutions handling sensitive documents — such as financial, medical, or legal records often cannot fully leverage their own data due to stringent privacy, compliance, and security requirements, making training high quality models difficult. A promising solution is to replace the personally identifiable information (PII) with realistic synthetic stand-ins, whilst leaving the rest of the document in tact. In this talk, we will discuss the use of open source tools and models that can be self hosted to anonymize documents. We wi...