diff --git a/Lectures/02 Probabilistic Modeling/07 Bayesian Inference.ipynb b/Lectures/02 Probabilistic Modeling/07 Bayesian Inference.ipynb
index 82b9d33..171dd6a 100644
--- a/Lectures/02 Probabilistic Modeling/07 Bayesian Inference.ipynb	
+++ b/Lectures/02 Probabilistic Modeling/07 Bayesian Inference.ipynb	
@@ -675,24 +675,51 @@
     }
    },
    "source": [
-    "# add resources from youtube and medium"
+    "# More resources from youtube"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "vscode": {
-     "languageId": "plaintext"
-    }
-   },
-   "outputs": [],
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### 3Blue 1Brown\n",
+    "![3Blue 1Brown thumbnail](https://i.ytimg.com/vi/HZGCoVF3YvM/hqdefault.jpg)\n",
+    "<h4 id=\"my-heading\"> <a href=\"https://youtu.be/HZGCoVF3YvM?si=fT09jo-eS30J4Vyb\">Click to watch</a> </h4>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Veritasium\n",
+    "![Veritasium Thumbnail](https://i.ytimg.com/vi/R13BD8qKeTg/hqdefault.jpg)\n",
+    "<h4 id=\"my-heading\"> <a href=\"https://youtu.be/R13BD8qKeTg?si=5t07R81h1RbLWHzS\">Click to watch</a> </h4>\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
    "source": []
   }
  ],
  "metadata": {
+  "kernelspec": {
+   "display_name": "tmp",
+   "language": "python",
+   "name": "python3"
+  },
   "language_info": {
-   "name": "python"
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,