What AI is stealing! Data privacy risks in AI
Authors: Soumia Zohra El Mestari
ABSTRACT
Even if we may not realize it, AI’s presence in our lives is increasing at a great pace. Most technological services we use nowadays are driven by AI, and that could be good news since AI’s aims to improve the quality of the services. Unfortunately, to work well, AI greedily feeds on user data: AI models collect, process, and store a great deal about us, which is a problem if such sensitive information is leaked. This chapter discusses that this risk of AI’s leaking personal data is not only hypothetical and suggests how to mitigate it.
Keywords: Privacy Preserving Machine Learning – Machine Learning – Membership inference attack – Artificial Intelligence – Privacy Enhancing Technologies