Artificial Intelligence, Machine Learning, Math, Computer Science, Software Engineering.
num_attrs = sample.shape # If N is less than 100%, randomize the minority class samples as only a random percent of them will be SMOTEd if N < 100: T = round(N / 100 * T) N = 100 # The amount of SMOTE is assumed to be in integral multiples of 100 N = int(N / 100) synthetic = np.zeros([T * N,