We have sensitive data from a customer and need to train a Neural Network for our customers.
However we have no severs to train the Neural Networks, so we want to rent GPU servers. There are many cloud services with affordable prices and we can get root access to them.
The problem is, that we aren't guaranteed that our data is safe on those servers, which is very important for our customer. We want to ensure that the server's hosting party has no also root access and could not theoretically copy our code and data.
Is there a way to run our Python code safe ?
We could make a binary of our Python program but it could be decompiled in data and code, right?
We could also install an virtual machine OS inside, but is that safe for our data ?
Is there a docker image for an encrypted OS , or does something like this exists ?
Is there a solution for our problem out there except of buying immense hardware ?
Thanks a lot for bringing in your experience and helping us!