diff --git a/algorithms/noise_models/NoiseModel.ipynb b/algorithms/noise_models/NoiseModel.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Noise Models\n",
+    "\n",
+    "Noise models are an important aspect of denoising images using P(P)N2V, HDN or microSplit.\n",
+    "\n",
+    "<?-- Comments: you can add images to the markdown --->\n",
+    "<p align=\"center\">\n",
+    "  <img src=\"https://raw.githubusercontent.com/CAREamics/careamics-examples/1221cb91e54fc20f34fcd5ab8117a32434020bb0/algorithms/n2v/sem_n2v_residuals_comparison.png\" width=\"700\"/>\n",
+    "</p>\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# The code should be hidden, but can be used to generate images\n",
+    "# You need to tag the jupyter cell with `hide_code` to hide the code\n",
+    "\n",
+    "\n",
+    "# here generate synthetic examples\n",
+    "\n",
+    "# plot the synthetic examples\n",
+    "# the plots will show up on the website"
+   ]
+  }
+ ],
+ "metadata": {
+  "language_info": {
+   "name": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}