diff --git a/examples/svm.py b/examples/svm.py
index 062a871..9d0e7c4 100644
--- a/examples/svm.py
+++ b/examples/svm.py
@@ -7,7 +7,7 @@
 from sklearn.datasets import make_classification
 
 from mla.metrics.metrics import accuracy
-from mla.svm.kernerls import Linear, RBF
+from mla.svm.kernels import Linear, RBF
 from mla.svm.svm import SVM
 
 logging.basicConfig(level=logging.DEBUG)
diff --git a/mla/svm/kernerls.py b/mla/svm/kernels.py
similarity index 100%
rename from mla/svm/kernerls.py
rename to mla/svm/kernels.py
diff --git a/mla/svm/svm.py b/mla/svm/svm.py
index a4b38ae..f482179 100644
--- a/mla/svm/svm.py
+++ b/mla/svm/svm.py
@@ -4,7 +4,7 @@
 import numpy as np
 
 from mla.base import BaseEstimator
-from mla.svm.kernerls import Linear
+from mla.svm.kernels import Linear
 
 np.random.seed(9999)
 
diff --git a/mla/tests/test_classification_accuracy.py b/mla/tests/test_classification_accuracy.py
index 8698daa..8d57446 100644
--- a/mla/tests/test_classification_accuracy.py
+++ b/mla/tests/test_classification_accuracy.py
@@ -12,7 +12,7 @@
 from mla.neuralnet.optimizers import Adadelta
 from mla.neuralnet.parameters import Parameters
 from mla.neuralnet.regularizers import L2
-from mla.svm.kernerls import RBF, Linear
+from mla.svm.kernels import RBF, Linear
 from mla.svm.svm import SVM
 from mla.utils import one_hot