A hands-on technical guide for ML engineers and data scientists who need to remove PII from training data without breaking their pipeline. Walks through five concrete steps — from pip install to a working HuggingFace Trainer run — using Tonic Textual's SDK to redact unstructured text while preserving token-level label alignment.
May 21, 2026
Plug Tonic Textual into your ML pipeline in under an hour
De-identify your training data without breaking label alignment. Download the guide.