"2.Consider the "weather" data set:
outlook temperature humidity windy play
sunny hot high FALSE no
sunny hot high TRUE no
overcast hot high FALSE yes
rainy mild high FALSE yes
rainy cool normal FALSE yes
rainy cool normal TRUE no
overcast cool normal TRUE yes
sunny mild high FALSE no
sunny cool normal FALSE yes
rainy mild normal FALSE yes
sunny mild normal TRUE yes
overcast mild high TRUE yes
overcast hot normal FALSE yes
rainy mild high TRUE no
Applying the ID3 algorithm, complete the analysis of the example and construct the optimal decision tree (recall that the features are "outlook", "wind", "humidity", and "temperature", the target class is "play" indicating whether the given day is a good day to play golf). Give the details of your calculations in each step. Also, give the decision rules derived from your decision tree. "