added sneak peek for mode dropping

notebooks/diversipy_tutorial.ipynb

@@ -388,10 +388,9 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "This reference-dataset approach reduces computation time and is particularly usefull for detecting **mode collapse** and **mode dropping**, two commonly faced problems in machine learning related to a decrease in output diversity as compared to the input/training data. Check out the `mode-dropping.ipynb` notebook for more information on this use case.\n",
+    "This reference-dataset approach reduces computation time and is particularly usefull for detecting **mode collapse** and **mode dropping**, two commonly faced problems in machine learning related to a decrease in output diversity as compared to the input/training data. Check out the `mode-dropping.ipynb` notebook for more information on this use case. Here's a sneak peek:\n",
     "\n",
-    "![Mode Dropping and Collapse](./assets/mode-collapse-mode-dropping.png)\n",
-    "*Figure from [Metric Space Magnitude for Evaluating the Diversity of Latent Representations](https://arxiv.org/abs/2311.16054).*\n"
+    "![Mode Dropping Simulation](assets/mode_dropping/magdiff.gif)"
    ]
   },
   {