I am a data scientist, I don't know cryptography but love privacy. Is Concrete Numpy for me?

Short answer: yes!

Concrete Numpy is built so that you could benefit from all positive aspects of Homomorphic encryption like operations on ciphered data without having to learn any of the cryptographic concepts implied. Moreover the NumPy frontend is there to help you minimize changes required on a plain NumPy program to turn it into its homomorphic equivalent, ready to be run on ciphered data.

You just need to be confortable with Docker and Python.

If you are interested by the details involved under the hood, Concrete Numpy allows you to use all components independently but this time it requires some background in compilation and/or cryptography. More information on the Concrete Numpy components on the main documentation page here