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Data science

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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Machine Learning Accuracy Using Synthetic Data

Can synthetic data really be used in machine learning? We explore the utility of synthetic data created from popular datasets and tested on popular ML algorithms.
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Copyright © 2022 Gretel.ai

What Is Data Simulation?

Data simulation is the process of using large quantities of data to predict events and validate models. Get the full data simulation definition.
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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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Optimize the Llama-2 Model with Gretel’s Text SQS

How Gretel's data quality analysis tools for evaluating generated text can help you optimize the performance LLMs, like the Llama-2 model.
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How to Safely Query Enterprise Data with Langchain Agents + SQL + OpenAI + Gretel

How combining agent-based methods, LLMs, and synthetic data enables natural language queries for databases and data warehouses, sans SQL.
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Copyright (©) 2023 Gretel

Gretel GPT Sentiment Swap

Let’s fine tune and prompt a large language model to swap the sentiment of product reviews!
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Comprehensive Data Cleaning for AI and ML

Learn to prepare tabular data for AI and ML with an end-to-end data cleaning workflow.
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Copyright © 2022 Gretel.ai

Community Insights: Overcoming Medical Class Imbalance with Synthetic Data

An interview with one of Gretel's users on why medical practitioners turn to synthetic data when overcoming challenges with clinical data.
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