Open Source
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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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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.
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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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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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Accelerating FinTech Innovation with Natural Language to Code
Train financial LLMs with Gretel's Synthetic Text-to-Python dataset to transform natural language into precise, domain-specific Python code for FinTech.
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GLiNER Models for PII Detection through Fine-Tuning on Gretel-Generated Synthetic Documents
Gretel fine-tuned, synthetically-enhanced GLiNER models for better PII & PHI detection—datasets included.
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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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Introducing world's largest synthetic open-source Text-to-SQL dataset
Gretel releases largest open source Text-to-SQL dataset to accelerate AI model training
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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
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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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Generate synthetic data in 3 lines of code
Learn the simplest way to generate synthetic data without setting up your own infrastructure and GPUs.
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CHANGELOG: Beta2
Here's what we learned about privacy engineering from 50+ companies and hundreds of developers.
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Create Synthetic Time-series Data with DoppelGANger and PyTorch
Generate synthetic time series data with Gretel.ai’s open-source PyTorch implementation of DoppelGANger.
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Introducing Gretel Blueprints
We are launching Gretel Blueprints, making it easy to anonymize and balance datasets with just a few clicks.
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Create a Location Generator GAN
How to train a FastCUT GAN on public location data from a few cities to predict realistic e-bike locations across the world.
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Install TensorFlow and PyTorch with CUDA, cUDNN, and GPU Support in 3 Easy Steps
Set up a cutting-edge environment for deep learning with TensorFlow 2.10, PyTorch, Docker, and GPU support.
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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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Optuna Your Model Hyperparameters
We explore the popular open-source package Optuna to demonstrate how you can optimize your model hyperparameters and build the best synthetic model possible.
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Reducing AI bias with Synthetic data
Generate artificial records to balance biased datasets and improve overall model accuracy.
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Synthetic Data Configuration Templates
Our new configuration templates will help you pick some of the right parameters needed to train your synthetic data models.
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Instrumenting Kubernetes in AWS with Terraform and FluentBit
In this blog, we will use Fluent Bit to collect logs from AWS EKS cluster applications.
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Innovating With FastText and Table Headers
Look at how FastText word embeddings can help to quickly understand new datasets, and build more consistent labels for your own data.
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Auto-anonymize production datasets for development
In this post, we walk through building a data pipeline that will automatically transform datasets so they can be safely used in development environments.
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Measure the Quality of any Synthetic Dataset with Gretel Evaluate
Assessing the efficacy and quality of synthetic data with Gretel Evaluate API.
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How to use Weights & Biases with Gretel.ai
How to use Weights & Biases’ ML hyperparameter sweeps tool to optimize the accuracy of your synthetic data.
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