~/talk

Detection of Sensitive Personal Data in Large Data Sets Using Ray with Deep Learning

Talkat Ray Summit 2021 · 2021-06-22..06-24· [machine-learning, data-engineering]
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Describes using machine learning, deep learning and NLP together with Spark and Ray to detect sensitive personal data at petabyte scale, contrasting this with traditional rule-based data-protection and DLP methods and their limitations. Presents new algorithms and scaling techniques for running these models across large datasets and provides benchmarked accuracy and performance results for the proposed approach.

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