Monte Carlo Prediction

We're going to program a virtual robot to do some house cleaning for us using a technique called monte carlo prediction. i'm going to explain what it is, how it works and how we can use it for reinforcement learning.

Code for this video:
https://github.com/llSourcell/navigating_a_virtual_world_with_dynamic_programming

Justin's Winning code:
https://github.com/wagonhelm/Value-Iteration

Sakcham's runner up code:
https://github.com/sakchhams/pacman_ai

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More learning resources:
https://ocw.mit.edu/courses/aeronautics-and-astronautics/16-410-principles-of-autonomy-and-decision-making-fall-2010/lecture-notes/MIT16_410F10_lec23.pdf
http://uhaweb.hartford.edu/compsci/ccli/projects/QLearning.pdf
https://medium.com/@m.alzantot/deep-reinforcement-learning-demysitifed-episode-2-policy-iteration-value-iteration-and-q-978f9e89ddaa
https://www.cs.cmu.edu/afs/cs/project/jair/pub/volume4/kaelbling96a-html/node19.html
http://cs.stanford.edu/people/karpathy/reinforcejs/gridworld_dp.html
https://www.quora.com/How-is-policy-iteration-different-from-value-iteration
http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching_files/DP.pdf

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Видео Monte Carlo Prediction канала Siraj Raval