At Microsoft's deep learning group, he led the efforts to develop algorithms, models, and systems in deep supervised and unsupervised learning, deep reinforcement learning, and neural-symbolic reasoning. He led the image captioning effort at Microsoft Cognitive Services that supports CaptionBot.

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