diff --git a/sklearn/decomposition/__init__.py b/sklearn/decomposition/__init__.py
index aa8cfe13c1e09d94d82bb9016dae86f3c2f14f1f..f1a15b7d850430b5e05f22562dac3070ab27c0a1 100644
--- a/sklearn/decomposition/__init__.py
+++ b/sklearn/decomposition/__init__.py
@@ -11,7 +11,7 @@ from .sparse_pca import SparsePCA, MiniBatchSparsePCA
 from .fastica_ import FastICA, fastica
 from .dict_learning import dict_learning, dict_learning_online, sparse_encode,\
                            DictionaryLearning, MiniBatchDictionaryLearning,\
-                           SparseCoder, sparse_encode_parallel
+                           SparseCoder
 
 __all__ = ['DictionaryLearning',
            'FastICA',
@@ -28,5 +28,4 @@ __all__ = ['DictionaryLearning',
            'dict_learning',
            'dict_learning_online',
            'fastica',
-           'sparse_encode',
-           'sparse_encode_parallel']
+           'sparse_encode']