joblib.dump(data, '<the_file>.pkl.gz', compress=('gzip', 3))
also see https://joblib.readthedocs.io/en/latest/generated/joblib.dump.html
data = joblib.load('<the_file>.pkl.gz')
also see https://joblib.readthedocs.io/en/latest/generated/joblib.load.html