GridWorld
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A full list of options is available by running:
python gridworld.py -h

The default agent moves randomly
python gridworld.py -g MazeGrid

Q-Learning
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python pacman.py -p PacmanQAgent -n 10 -l smallGrid -a numTraining=10
python pacman.py -p ApproximateQAgent -x 2000 -n 2010 -l smallGrid 
python pacman.py -p ApproximateQAgent -a extractor=SimpleExtractor -x 50 -n 60 -l mediumGrid 
python pacman.py -p ApproximateQAgent -a extractor=SimpleExtractor -x 50 -n 60 -l mediumClassic 
python pacman.py -p ApproximateQAgent -a extractor=SimpleExtractor -x 50 -n 150 -l mediumGrid -q -f
python pacman.py -p ApproximateQAgent -a extractor=SimpleExtractor -x 50 -n 150 -l mediumGrid -f
python pacman.py -p ApproximateQAgent -a extractor=SimpleExtractor -x 50 -n 150 -l mediumClassic -f