Inspiration
Lack of research and development in low income to middle income countries
What it does
It enables health centers to store patient data securely and use the same in the development of AI models that predict response to treatment.
How we built it
We used Azure Confidential Computing Virtual Machines to build secure systems. We further deployed the same to a AKS to improve on access. We then incorporated a machine learning model that builds an AI using the encrypted data. Different hospitals can therefore collaborated on a research without exposing private information.
Challenges we ran into
Deploying to AKS was a huge challenge. As well simulating multiple computing environments.
Accomplishments that we're proud of
Developing solutions for low to middle income countries
What we learned
There are application of AI has not been fully explored
What's next for Confidential Computing for Research in Healthcare
Improving the AI model to be more accurate.
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