Helping Pacman beat the ghosts with deep Q learning

Session
This talk originates from the archive. To the CURRENT program
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Infos
Thursday, December 6 2018
14:45 - 15:45

Did you ever want to defeat a computer game by only watching the screen? You can using a software agent!

However, the challenge is this: given only the image pixels of the computer screen, the agent needs to figure out how to optimally play the game.

In this talk I will lead you in-depth and step by step through the deep Q learning algorithm which uses neural networks to learn a Q policy which represents the optimal action given the current situation.

The talk will feature code samples in Python and put all the pieces together in a live demo showing an agent learning to master a game.

Behind the Tracks