Also from sklearn.cross_validation import cross_val_score should change to from sklearn.model_selection import import cross_val_score
sklearn.grid_search doesn't exist anymore
Should change from sklearn.grid_search import GridSearchCV to from sklearn.model_selection import GridSearchCV
also
Note, that in the grid search, I get a lot of Liblinear failed to converge, increase warnings, which may indicate that default hyperparams have changed. The best C returned as 1.0 for me instead of 4.0 as noted in the notebook. Not sure if this is an issue, the finalized model does work on the astronaut image.
In https://github.com/jakevdp/PythonDataScienceHandbook/blob/master/notebooks/05.14-Image-Features.ipynb
visualise keyword doesn't exist
does not seem to work:
TypeError: hog() got an unexpected keyword argument 'visualise'.It looks like the visualise is spelled incorrectly or the api changed. The following line does work:
sklearn.cross_validation doesn't exist anymore
Also
from sklearn.cross_validation import cross_val_scoreshould change tofrom sklearn.model_selection import import cross_val_scoresklearn.grid_search doesn't exist anymore
Should change
from sklearn.grid_search import GridSearchCVtofrom sklearn.model_selection import GridSearchCValso
Note, that in the grid search, I get a lot of
Liblinear failed to converge, increasewarnings, which may indicate that default hyperparams have changed. The best C returned as 1.0 for me instead of 4.0 as noted in the notebook. Not sure if this is an issue, the finalized model does work on the astronaut image.