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Gretel Blog
Learn more about Synthetic Data from Gretel experts – engineers, data scientists and our AI research team.
Machine Learning Accuracy Using Synthetic Data
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.
Data science
Machine Learning
Synthetics
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Addressing Concerns of Model Collapse from Synthetic Data in AI
Addressing Concerns of Model Collapse from Synthetic Data in AI
How thoughtful, high-quality synthetic data generation, rather than 'indiscriminate' use, can prevent model collapse.
Heald
Open Source
Synthetics
Synthesizing Private Patient Data with Gretel: A Step-by-Step Guide
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.
Healthcare
Privacy
Transform
Synthetics
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Gretel’s New Data Privacy Score
Gretel’s New Data Privacy Score
Gretel releases industry standard synthetic tabular data privacy evaluation and risk-based scoring system.
Privacy
AI
Compliance
Security
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The explosion of small language models (SLMs) and license confusion
The explosion of small language models (SLMs) and license confusion
Rapid SLM releases highlight the need for clarity on licenses + lineage, which are crucial for enterprises navigating open-weight models and synthetic data ownership
Open Source
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How to Create High Quality Synthetic Data for Fine-Tuning LLMs
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%.
Privacy
Heald
Synthetics
An Awesome Synthetic Multilingual Prompts Dataset
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.
Open Source
Synthetics
Gretel Open
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Introducing Gretel MLOps
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.
Machine Learning
AI
Synthetics
Fine-Tuning Gretel Navigator To Generate Highest Quality Domain-Specific Synthetic Data
Fine-Tuning Gretel Navigator To Generate Highest Quality Domain-Specific Synthetic Data
Gretel Navigator now enables fine tuning for tabular datasets containing numeric, categorical, free text, JSON, and sequential (time series) data.
Heald
Navigator
Generate Question-Truth Pairs from Documents with Gretel Navigator
Generate Question-Truth Pairs from Documents with Gretel Navigator
Learn how to generate question-answer pairs from documents using a unique application built using Gretel Navigator.
RAG
AI
Gretel Navigator is Now Generally Available
Gretel Navigator is Now Generally Available
Gretel announces general availability of Gretel Navigator, the world’s first compound AI system purpose-built to design high-quality tabular datasets from scratch
Product updates
Gretel Unlocks PII Detection with Synthetic Financial Document Dataset
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.
Open Source
NER
Privacy
Gretel Open
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