diff --git a/08_dimensionality_reduction.ipynb b/08_dimensionality_reduction.ipynb
index fa135f9..06b4fe8 100644
--- a/08_dimensionality_reduction.ipynb
+++ b/08_dimensionality_reduction.ipynb
@@ -711,7 +711,7 @@
    },
    "outputs": [],
    "source": [
-    "from sklearn.cross_validation import train_test_split\n",
+    "from sklearn.model_selection import train_test_split\n",
     "from sklearn.datasets import fetch_mldata\n",
     "\n",
     "mnist = fetch_mldata('MNIST original')\n",
@@ -1053,7 +1053,7 @@
    "source": [
     "from sklearn.pipeline import Pipeline\n",
     "from sklearn.linear_model import LogisticRegression\n",
-    "from sklearn.grid_search import GridSearchCV\n",
+    "from sklearn.model_selection import GridSearchCV\n",
     "\n",
     "clf = Pipeline([\n",
     "        (\"kpca\", KernelPCA(n_components=2)),\n",
@@ -1322,7 +1322,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.1"
+   "version": "3.5.2"
   },
   "nav_menu": {
    "height": "352px",