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The cross-validation procedure helps to prevent the model from adapting too much to the given knowledge.
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The margin must be maximal in order to obtain a classifier that has not adapted too much to the training data, i.e. with good generalization characteristics.
Secondly, a most suitable dropout strategy is used to prevent units in the neural network from co-adapting too much, which significantly reduces over-fitting and improves the performance.
"Mourinho has so many options but I can't see him adapting it too much.
These participants found they were able to adapt without too much difficulty as follows: I don't feel there is anything too difficult about managing my diabetes – I tend to do some simple exercises as shown on television (channel 31).
The world will adapt too.
With time, they adapted too.
The animals would adapt, too, he predicted.
But little companies can adapt, too.
The growing number of people shopping online means that flyers need to adapt, but focusing too much on digital means leaving behind older customers and other shoppers who are still very comfortable with the paper flyer format.
The performance of GA might be improved by extensive parameter tuning, but this would increase the risk of adapting the optimization framework too much to the problem and therefore biasing the performance estimation.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com