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indeous / euroSAT-ml

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Tops - Chosen computational solution #1

Open rifqialf opened 1 year ago

rifqialf commented 1 year ago

The group added several indices as features which is a very nice decision. The varying indices are a great addition to the basic band statistics.

rifqialf commented 1 year ago

The group decided to test whether indices are necessary to be included as features by doing classification report for two dataframe versions: with indices and without indices. Although the exact reasoning of doing this step is not much elaborated, adding this extra step is appreciated and is well delivered.

rifqialf commented 1 year ago

It is elaborated that the group decided for using randomized search for hyperparameter optimization step in the random forest because testing grid search took the group 7 hours. The time length might be due to the number of tested hyperparameters. It is greatly appreciated to test both search choices. The commitment to take such lengthy period for the test is respectable.