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Synthetics

How to Create High Quality Synthetic Data 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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An Awesome Synthetic Multilingual Prompts Dataset

Gretel's latest open synthetic dataset aims to enhance LLM interactions and contributes to the popular 'awesome-chatGPT-prompts' GitHub repository.
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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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Fine-Tuning CodeLlama on Gretel's Synthetic Text-to-SQL Dataset using Amazon SageMaker JumpStart

Fine-tune CodeLlama with Gretel's Synthetic Text-to-SQL on BIRDBench, achieving a 36% relative improvement in EX and 38% in VES.
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Introducing Gretel MLOps

Use Gretel's synthetic data platform to replace, augment, or balance training datasets within MLOps pipelines like Vertex AI, Azure ML, and Amazon SageMaker.
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Gretel announces partnership with Databricks

Gretel partners with Databricks to seamlessly integrate synthetic data workflows and improve model performance for Enterprise AI.
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Copyright © 2021 Gretel Labs. All rights reserved.

Synthetic Time Series Data Creation for Finance

How we generated high-quality synthetic time-series data for one of the largest financial institutions in the world.
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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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Walkthrough: Create Synthetic Data from any DataFrame or CSV

Train an AI model to create an anonymized version of your dataset using Python, Pandas, and gretel-synthetics.
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Copyright © 2022 Gretel.ai

Conditional Text Generation by Fine Tuning Gretel GPT

Augment machine learning datasets with synthetically generated text and labels using an open-source implementation of GPT-3.
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