Based on my expertise, I like to classify synthetic data into the following three primary types: fake or rule-based generation, simulations and, last but not least, data-driven generation through ...

To create synthetic data, complex algorithms take an original data set and replicate the patterns, structures, and other characteristics found within that data.

Along the way, Tonic’s algorithms de-identify the original data and create statistically identical but synthetic data sets, which means that personal information isn’t shared insecurely.

And the Synthetic Data Vault, a project launched in 2021 by MIT’s Data to AI Lab, provides open-source tools for creating a wide range of data types. Never miss a breakthrough ...

After all, it's much easier (and cheaper) to get really good at generating synthetic data than it is to digitize messy pages of handwritten notes. Even Meta used both human and synthetic data to ...

Those at the cutting edge of ML are increasingly turning to synthetic data to circumvent the numerous constraints of original or real-world data. For instance, company Synthesis AI offers a cloud ...

Clear guidelines should be established for the generation and processing of synthetic data to ensure transparency, accountability and fairness, a new study says. Clear guidelines should be ...

The move will enhance SAS’ data and AI technology portfolio, providing customers with “critical and timely” synthetic data generation capabilities as they step up their use of AI.

An artificial intelligence-enabled synthetic data generator that converts clinical data of any kind into equivalent, mock versions that don't expose sensitive patient-identifying details is being ...