This post demonstrates how to use Amazon SageMaker Data Wrangler and Amazon Comprehend to automatically redact personally identifiable information (PII) from tabular data as part of a machine learning operations (MLOps) workflow.

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<p>This blog post demonstrates how to use Amazon SageMaker Data Wrangler and Amazon Comprehend to automatically redact personally identifiable information (PII) from tabular data as part of a machine learning operations (MLOps) workflow.</p>
<p>Specifically, the article covers:</p>
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<li>Problem: ML data often contains PII which needs to be redacted for privacy and compliance reasons.</li>
<li>Solution overview: Using Amazon Comprehend to detect PII and SageMaker Data Wrangler to integrate PII redaction into an MLOps workflow.</li>
<li>Step-by-step walkthrough of a SageMaker Data Wrangler flow that redacts PII using custom transformations and Amazon Comprehend.</li>
<li>Conclusion: How to download the example flow and start redacting PII from tabular data.</li>
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Automatically redact PII for machine learning using Amazon SageMaker Data Wrangler

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