Fix warning in notebook.

docs/source/tutorials/optimization_overview.ipynb

@@ -410,16 +410,6 @@
    "execution_count": 15,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/janosgabler/Dropbox/Projects/optimagic/src/optimagic/deprecations.py:29: FutureWarning:\n",
-      "\n",
-      "To align optimagic with scipy.optimize, the `derivative` argument has been renamed to `jac`. Please use `jac` instead of `derivative`. Using `derivative` will become an error in optimagic version 0.6.0 and later.\n",
-      "\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
@@ -436,7 +426,7 @@
     "    fun=sphere,\n",
     "    params=np.arange(5),\n",
     "    algorithm=\"scipy_lbfgsb\",\n",
-    "    derivative=sphere_gradient,\n",
+    "    jac=sphere_gradient,\n",
     ")\n",
     "res.params.round(5)"
    ]