Practical Considerations for Interactive AI: Robustness, Privacy, Fairness, Transparency


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Amazon prides itself on being the most customer-centric company on earth. That means creating systems that are robust to changes in the environment, privacy preserving, and treat different subgroups fairly. Here I present approaches to tackling the problem from both research and engineering perspectives, including continual learning, differential privacy, and algorithmic fairness.