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hi friends in many use cases and applications uh we might need to mask the private data and protect the personally identifiable information called as pii okay so Microsoft they have developed a very nice Library called predio uh for detecting and anonymizing the uh private and uh pii data now in one of the earlier videos we have used predio but that was through Lang chain uh wrapper okay so whenever we want to provide the context to an llm model uh we might want to again uh mask the pii right so there we have used predio through Lang chain wrapper now today uh but we might need to do the same uh in other applications which has nothing to do with llms or Lang chain right so we will look at the predio as it is uh it works slightly differently uh so we will see uh today all right uh in addition to predio uh we also need this r library because procedo it simply mask the information but in some cases we might want to replace it with a name address Etc right so to generate the data uh we wil
