Update to new api

benchmark.ipynb

@@ -14,7 +14,7 @@
     "from sklearn.metrics import mean_squared_error\n",
     "\n",
     "from funk_svd.dataset import fetch_ml_ratings\n",
-    "from funk_svd.utils import timer\n",
+    "from funk_svd.utils import _timer\n",
     "from funk_svd import SVD"
    ]
   },
@@ -52,8 +52,8 @@
    "source": [
     "%%time\n",
     "\n",
-    "df = fetch_ml_ratings(variant='20m')\n",
-    "print ()"
+    "df = fetch_ml_ratings(variant='20m', verbose=True)\n",
+    "print()"
    ]
   },
   {
@@ -421,10 +421,10 @@
     }
    ],
    "source": [
-    "svd = SVD(learning_rate=0.001, regularization=0.005, n_epochs=100,\n",
-    "          n_factors=15, min_rating=1, max_rating=5)\n",
+    "svd = SVD(lr=0.001, reg=0.005, n_epochs=100, n_factors=15,\n",
+    "          early_stopping=True, shuffle=False, min_rating=1, max_rating=5)\n",
     "\n",
-    "svd.fit(X=train, X_val=val, early_stopping=True, shuffle=False)"
+    "svd.fit(X=train, X_val=val)"
    ]
   },
   {