Hybrid Reward Architecture and the Fall of Ms. Pac-Man with Dr. Harm van Seijen

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Episode 3 | December 6, 2017

If you’ve ever watched King of Kong: Fistful of Quarters, you know what a big deal it is to beat a video arcade game that was designed not to lose. Most humans can’t even come close. Enter Harm van Seijen, and a team of machine learning researchers from Microsoft Research Montreal. They took on Ms. Pac-man. And won. Today we’ll talk to Harm about his work in reinforcement learning, the inspiration for hybrid reward architecture, visit a few islands of tractability and get an inside look at the science behind the AI defeat of one of the most difficult video arcade games around.

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Ms. Pac-Man Statistics For Microsoft Research

Currently, Microsoft Research has 285,835 views for Ms. Pac-Man across 2 videos. Less than an hour worth of Ms. Pac-Man videos were uploaded to his channel, making up less than 0.01% of the total overall content on Microsoft Research's YouTube channel.