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Confidence in AI systems: Can we trust AI-based systems?

The success of deep learning in many application domains has been nothing short of dramatic. This has brought the spotlight onto security and privacy concerns with machine learning (ML). I will give a high-level overview of the security and privacy concerns with AI-based systems. I will also briefly touch on protecting AI models against multiple concerns simultaneously, an important but hitherto insufficiently-explored problem.