Sklearn How to Save a Model Created From a Pipeline and GridSearchCV Using Joblib or Pickle?
import joblibjoblib.dump(grid.best_estimator_, 'filename.pkl')
If you want to dump your object into one file - use:
joblib.dump(grid.best_estimator_, 'filename.pkl', compress = 1)