Why would you ever want to make a Bunch object?

All scikit-learn method like fit / predict / transform just expect
numpy arrays with shape (n_samples, n_features).

To load images you can use scipy.misc.imread. Then converting int
dtype to float32 or 64, then use numpy.reshape / numpy.mean to get rid
of the width / height dimensions and color channel and finally
numpy.hstack for concatenating individual image arrays into a big one.

--
Olivier

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