Update Kwarg optimization wrapper.ipynb

Author: roya0045

ipython/Kwarg optimization wrapper.ipynb

@@ -4,10 +4,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# This ia a method to implement optimization for functions taking keywords instead of a vector (python 3 only since 2 doesn't support multiple dictionnary unpacking simultaneously)\n",
+    "# Kwargs optimization wrapper",
+    "\n",
+    "## This ia a method to implement optimization for functions taking keywords instead of a vector (python 3 only since 2 doesn't support multiple dictionnary unpacking simultaneously)\n",
     "This was mostly implemented out of the need to optimize a ml algorythm's hyper-parameters, by using factory function and dictionnary packing and unpacking it is possible to achieve this.\n",
     "\n",
-    "###This is a prototype, some minimal tweaking may be necessary though the functions should be modular enough and have enough safety nets to work as is.\n"
+    "###This is a prototype, some minimal tweaking may be necessary though the functions should be modular enough and have enough safety nets to work as is.\n",
+    "\n",
+    "TAGS: Optimization and fitting"
    ]
   },
   {