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Machine learning:Trends, perspectives, and prospects

Despite practical challenges, we are hopeful thatinformeddiscussionsamongpolicy-maker sandthepublic about data and the capabilities of machinelearning, will lead to insightful designs of programsand policies that can balance the goals of protectingprivacy and ensuring fairness with those of reapingthe benefits to scientific research and to individualand public health. Our commitments to privacy andfairness are evergreen, but our policy choices mustadapt to advance them, and support new tech-niques for deepening our AND NOTES1. M. De Choudhury, S. Counts, E. Horvitz, A. Hoff, inProceedingsof International Conference on Weblogs and Social Media[Association for the Advancement of Artificial Intelligence(AAAI), Palo Alto, CA, 2014].

256 17 JULY 2015• VOL 349 ISSUE 6245 sciencemag.org SCIENCE sunglasses 0.52 antelope 0.68 Dialog Visual Characters Semantics Motion Syntax starfish 0.67 milk can 1.00 person 0.92 milk can 1.00 orange 0.73 bird 0.78 lemon 0.86 bird 0.69 isopod 0.55 bird 0.95 Fig. 1. Applications of machine learning. Machine learning is having a substantial ...

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