Add paragraph on random forest
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\paragraph{Random Forest}
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\cite{randomforest}
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\cite{randomforest} is a method that is based on classifications decision
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trees. In a decision tree a new instances is classified by going down a
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(binary) tree. Each non-leaf node contain a selection criteria to its
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branches. Every leaf node contains the class that will be assigned to the
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instance if the node is reached. In other training methods, decision trees
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have the tendency to overfit, but in random forest a multitude of decision
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tree is trained with a certain degree of randomness and the mean of these
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trees is used which avoids this problem.
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\subsection{Neural Network Architectures}
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\todo{Did we only do the three in the end? (Alexnet?)}
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