diff --git a/parametric_umap.ipynb b/parametric_umap.ipynb
new file mode 100644
index 0000000..413f15f
--- /dev/null
+++ b/parametric_umap.ipynb
@@ -0,0 +1,59 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING: Skipping top2vec as it is not installed.\u001b[0m\n",
+      "\u001b[33mWARNING: Skipping bertopic as it is not installed.\u001b[0m\n"
+     ]
+    }
+   ],
+   "source": [
+    "!pip install \"umap-learn[parametric_umap]\" -Uq"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from umap.parametric_umap import ParametricUMAP\n",
+    "import numpy as np\n",
+    "\n",
+    "\n",
+    "ParametricUMAP().fit_transform(np.random.random((300000,384)))"
+   ]
+  }
+ ],
+ "metadata": {
+  "interpreter": {
+   "hash": "266722041ed6426a0a88c0d75e9dd39659f44e3a6fea07300cd13bea36eb387d"
+  },
+  "kernelspec": {
+   "display_name": "Python 3.9.7 64-bit ('py3': conda)",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.7"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}