Synthetic Data
I have spent a lot of time thinking and writing about synthetic data. It is the subject of my PhD.
These posts cover how synthetic data is generated, how to measure whether it is any good, and the trade-offs between privacy and utility that nobody escapes. I write from health research but the same problems show up in finance, pharma, and anywhere the real data is sensitive.
Synthetic Data
What are GANs and how can they generate synthetic data?
This blog explores Generative Adversarial Networks (GANs) and how they can be used to generate synthetic healthcare data.
What is Synthetic Data and Why Does it Matter?
This blog is the first in a series exploring synthetic data, its benefits, and its applications in various fields.