NeMo Safe Synthesizer Tutorials

Learn how to run private synthetic data jobs through hands-on tutorials. Each tutorial provides step-by-step guidance, helping you unlock insights from your sensitive data.

Prerequisites

Before starting any tutorial, ensure you have:

• NeMo Safe Synthesizer deployed using Docker Compose

• Python environment with nemo-microservices SDK installed

• Basic understanding of data privacy concepts

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Tutorials

Safe Synthesizer 101 Notebook

Use a notebook to learn the basics with your first Safe Synthesizer job, leveraging smart defaults.

beginner 20 minutes

https://github.com/NVIDIA/GenerativeAIExamples/tree/main/nemo/NeMo-Safe-Synthesizer/intro/safe_synthesizer_101.ipynb

Safe Synthesizer 101 Walkthrough

Learn the basics with your first Safe Synthesizer job, leveraging smart defaults.

beginner 20 minutes

Quick Start: Your First Safe Synthesizer Job

Differential Privacy Deep Dive

Apply differential privacy to achieve the maximum level of privacy with mathematical guarantees.

intermediate 1.5 hours

https://github.com/NVIDIA/GenerativeAIExamples/tree/main/nemo/NeMo-Safe-Synthesizer/advanced/advanced_privacy.ipynb

PII Redaction Deep Dive

Detect, redact, or replace PII without creating a fully synthetic version.

intermediate 15 minutes

https://github.com/NVIDIA/GenerativeAIExamples/tree/main/nemo/NeMo-Safe-Synthesizer/advanced/replace_pii_only.ipynb