diff --git a/05_support_vector_machines.ipynb b/05_support_vector_machines.ipynb
index 31cd016..c8861a3 100644
--- a/05_support_vector_machines.ipynb
+++ b/05_support_vector_machines.ipynb
@@ -2481,13 +2481,13 @@
     "from sklearn.model_selection import RandomizedSearchCV\n",
     "from scipy.stats import loguniform, uniform\n",
     "\n",
-    "svm_clf = make_pipeline(StandardScaler(), SVR())\n",
+    "svm_reg = make_pipeline(StandardScaler(), SVR())\n",
     "\n",
     "param_distrib = {\n",
     "    \"svr__gamma\": loguniform(0.001, 0.1),\n",
     "    \"svr__C\": uniform(1, 10)\n",
     "}\n",
-    "rnd_search_cv = RandomizedSearchCV(svm_clf, param_distrib,\n",
+    "rnd_search_cv = RandomizedSearchCV(svm_reg, param_distrib,\n",
     "                                   n_iter=100, cv=3, random_state=42)\n",
     "rnd_search_cv.fit(X_train[:2000], y_train[:2000])"
    ]