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Cs221 rl
1.
CS 221: Artificial
Intelligence Reinforcement Learning Peter Norvig and Sebastian Thrun Slide credit: Dan Klein, Stuart Russell, Andrew Moore
2.
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Passive Temporal-Difference
9.
Example +1 -1
0 0 0 0 0 0 0 0 0
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Example +1 -1
0 0 0 0 0 0 0 0 0
11.
Example +1 -1
0 0 0 0 0 0 0.9 0 0
12.
Example +1 -1
0 0 0 0 0 0 0.9 0 0
13.
Example +1 -1
0 0 0 0 0 0.8 0.92 0 0
14.
Example +1 -1
-0.01 -.16 .12 -.12 .17 .28 .36 .20 -.2
15.
Sample results
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Q-Learning 0 0
0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
23.
Q-Learning 0 0
0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
24.
Q-Learning 0 0
0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ?? 0 0 0 0 0 0 0 0 0 0 0 0
25.
Q-Learning 0 0
0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 .45 0 0 0 0 0 0 0 0 0 0 0 0
26.
Q-Learning 0 0
0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 .33 .78 0 0 0 0 0 0 0 0 0 0 0 0
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