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Privacy

Gretel and Google Cloud partner on synthetic data for safer generative AI adoption

Gretel partners with Google Cloud to harness the power of synthetic data and accelerate safer generative AI adoption in the enterprise.
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Copyright © 2022 Gretel.ai

How to Generate Synthetic Data: Tools and Techniques to Create Interchangeable Datasets

Synthetic data is algorithmically generated data that mirrors the statistical properties of the dataset it’s based on. Learn how to make high-quality synthetic data.
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Gretel Unlocks PII Detection with Synthetic Financial Document Dataset

Gretel releases a new synthetic financial document dataset to empower AI developers in building customized and highly performant sensitive data detection systems.
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Synthesizing Private Patient Data with Gretel: A Step-by-Step Guide

Create privacy-safe synthetic patient data with Gretel, ensuring compliance, secure sharing, and actionable insights for AI and machine learning in healthcare.
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Quantifying PII Exposure in Synthetic Data

How to measure and minimize personally identifiable information (PII) risk in synthetic data.
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Generate Differentially Private Synthetic Text with Gretel GPT

Safely leverage sensitive or proprietary text data for advanced language model training and fine-tuning
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Introducing Gretel Tabular DP: A fast, graph-based synthetic data model with strong differential privacy guarantees

Gretel Tabular DP is a fast and powerful new model to generate high quality tabular synthetic data with mathematical guarantees of privacy
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How to Create Synthetic Data at High Quality for Fine-Tuning LLMs

Gretel Navigator’s synthetic data generation outperformed OpenAI's GPT-4 by 25.6%, surpassed Llama3-70b by 48.1%, and exceeded human expert-curated data by 73.6%.
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Privacy-preserving AI development with Azure & Gretel

Leveraging Gretel's privacy-preserving synthetic data generation platform to fine-tune Azure OpenAI Service models in the financial domain.
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Copyright © 2022 Gretel.ai

Red Teaming Synthetic Data Models

How we implemented a practical attack on a synthetic data model to validate its ability to protect sensitive information under different parameter settings.
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Fine-tuning Models for Healthcare via Differentially-Private Synthetic Text

How to safely fine-tune LLMs on sensitive medical text for healthcare AI applications using Gretel and Amazon Bedrock
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Copyright © 2022 Gretel.ai

Test Data Generation: Uses, Benefits, and Tips

Test data generation is the process of creating new data that replicates an original dataset. Here’s how developers and data engineers use it.
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Teaching large language models to zip their lips with RLPF

Gretel introduces Reinforcement Learning from Privacy Feedback (RLPF), a novel approach to reduce the likelihood of a language model leaking private information.
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Gretel’s New Data Privacy Score

Gretel releases industry standard synthetic tabular data privacy evaluation and risk-based scoring system.
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AWS + Gretel Synthetic Data Accelerator Program for Generative AI

How our new Synthetic Data Accelerator Program with AWS will help enterprises scale responsible AI systems fast.
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Differential Privacy and Synthetic Text Generation with Gretel: Making Data Available at Scale (Part 1)

How differential privacy can generate provably private synthetic text data for a variety of enterprise AI applications.
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We just streamlined Gretel’s Python SDK

Discover the streamlined Gretel Python SDK. Start building with synthetic data in just 3 lines of code 🚀
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Predicting Patient Stay Durations in the ER with Safe Synthetic Data

Here's how a hospital uses Gretel to help forecast staffing and resource needs for their emergency care unit, and to identify emerging trends in outbreaks.
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Gretel is live on Google Cloud Marketplace 🎉

Gretel’s suite of privacy-enhancing tools and generative AI models are now available on Google Cloud Marketplace.
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Copyright © 2023 Gretel.ai

Augmenting ML Datasets with Gretel and Vertex AI

How to utilize Gretel to create high-quality synthetic tabular data that you can use as training data for a classification model in Vertex AI.
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Using generative, differentially-private models to build privacy-enhancing, synthetic datasets from real data.

We’re going to train and build our synthetic dataset off of a real-time public feed of e-bike ride-share data called the GBFS (General Bike-share Feed)
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Practical Privacy with Synthetic Data

Implementing a practical attack to measure un-intended memorization in synthetic data models.
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Common misconceptions about differential privacy

This article clarifies some common misconceptions about differential privacy and what it guarantees.
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Copyright (c) 2021 Gretel

Got text? Use Named Entity Recognition (NER) to label PII in your data

Use Gretel’s NLP setting to label PII including people names and geographic locations in free text.
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Create artificial data with Gretel Synthetics and Google Colaboratory

Use Gretel Synthetics and Colaboratory’s free GPUs to train a model to automatically generate fake, anonymized data with differential privacy guarantees.
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Automate Detecting Sensitive Personally Identifiable Information (PII)

Use Gretel.ai's APIs to continuously detect and protect sensitive data including credit cards, credentials, names, and addresses.
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Recognizing Data Privacy Day by Protecting Your Privacy

What if we could ensure that personal data was protected, benefiting not just the individual but also giving developers faster, worry-free access to data?
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Create high quality synthetic data in your cloud with Gretel.ai and Python

Create differentially private, synthetic versions of datasets and meet compliance requirements to keep sensitive data within your approved environment.
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Automated Data Exposure Detection with Gretel Outpost

Gretel Outpost is a free integration architecture that automates the steps that a security team would take in assessing the risk or exposure to data.
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Veterans Day Reflections: Open source software and evacuation operations, a remarkable combination.

Quickly and safely aggregate geolocation data for location density analysis using a hexagonal grid system.
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Fast data cataloging of streaming data for fun and privacy

Learn more about how Gretel's REST APIs automatically build a metastore that makes it easy to understand what is inside of your data.
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What is Privacy Engineering?

In this post, we will dive into what privacy engineering is, why it’s important, and some of the core use cases we are seeing that are enabled by privacy.
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Copyright 2021 Gretel

Introducing Gretel's Privacy Filters

Create synthetic data that’s safer than ever. Our simple configuration file settings enable you to secure both your data and model from adversarial attacks.
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Gretel Synthetics: Introducing v0.10.0

Explore how to create a batch interface with the latest version of Gretel Synthetics on Google Colaboratory.
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Copyright © 2022 Gretel Labs. All rights reserved.

What We’re Reading: Trends & Takeaways from the NeurIPS 2021 Conference

The Gretel research team's favorite trends and takeaways from the NeurlPS 35th Annual Conference on Neural Information Processing Systems.
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(c) Gretel.ai

What's new in Beta2

Beta2 for Gretel.ai is all about delivering privacy engineering as a service through clean, simple APIs.
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Contact Tracing: Deep Dive & Simulation

We decided to examine the privacy preserving capabilities of the Contact Tracing proposal, how it would be implemented, and what privacy concerns exist.
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Deep dive on generating synthetic data for Healthcare

Take a deep dive on training Gretel’s open-source, synthetic data library to generate electronic health records that protect individual privacy (PII).
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Copyright (c) 2021 Gretel.ai

Advanced Data Privacy: Gretel Privacy Filters and ML Accuracy

A look at how using Gretel’s Privacy Filters to immunize synthetic datasets against adversarial attacks can impact machine learning accuracy.
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