diff --git a/Notebooks/Chap03/3_1_Shallow_Networks_I.ipynb b/Notebooks/Chap03/3_1_Shallow_Networks_I.ipynb
index b4f2de1..2de57c9 100644
--- a/Notebooks/Chap03/3_1_Shallow_Networks_I.ipynb
+++ b/Notebooks/Chap03/3_1_Shallow_Networks_I.ipynb
@@ -4,7 +4,7 @@
   "metadata": {
     "colab": {
       "provenance": [],
-      "authorship_tag": "ABX9TyM+98aMABiK5vNFFYAwiPiL",
+      "authorship_tag": "ABX9TyPBNztJrxnUt1ELWfm1Awa3",
       "include_colab_link": true
     },
     "kernelspec": {
@@ -97,7 +97,7 @@
         "ax.set_xlim([-5,5]);ax.set_ylim([-5,5])\n",
         "ax.set_xlabel('z'); ax.set_ylabel('ReLU[z]')\n",
         "ax.set_aspect('equal')\n",
-        "plt.show"
+        "plt.show()"
       ],
       "metadata": {
         "id": "okwJmSw9pVNF"
@@ -226,7 +226,7 @@
       "source": [
         "Now let's play with the parameters to make sure we understand how they work.  The original  parameters were:\n",
         "\n",
-        "$\\theta_{10} =  0.3$ ; $\\theta_{20} = -1.0$<br>\n",
+        "$\\theta_{10} =  0.3$ ; $\\theta_{11} = -1.0$<br>\n",
         "$\\theta_{20} =  -1.0$ ; $\\theta_{21} = 2.0$<br>\n",
         "$\\theta_{30} =  -0.5$ ; $\\theta_{31} = 0.65$<br>\n",
         "$\\phi_0 = -0.3; \\phi_1 = 2.0; \\phi_2 = -1.0; \\phi_3 = 7.0$"
diff --git a/index.html b/index.html
index 64bef81..8517d1a 100644
--- a/index.html
+++ b/index.html
@@ -157,13 +157,13 @@
                 Figures</a>
         <li> Chapter 16 - Normalizing flows: <a
                 href="https://github.com/udlbook/udlbook/raw/main/PDFFigures/UDLChap16PDF.zip">PDF Figures</a> / <a
-                href="https://drive.google.com/uc?export=download&id=1B9bxtmdugwtg-b7Y4AdQKAIEVWxjx8l3"> SVG Figures</a>
+                href="https://drive.google.com/uc?export=download&id=1SNtNIY7khlHQYMtaOH-FosSH3kWwL4b7"> SVG Figures</a>                                                                                                     
             /
             <a href="https://docs.google.com/presentation/d/1nLLzqb9pdfF_h6i1HUDSyp7kSMIkSUUA/edit?usp=drive_link&ouid=110441678248547154185&rtpof=true&sd=true">PowerPoint
                 Figures</a>
         <li> Chapter 17 - Variational autoencoders: <a
                 href="https://github.com/udlbook/udlbook/raw/main/PDFFigures/UDLChap17PDF.zip">PDF Figures</a> / <a
-                href="https://drive.google.com/uc?export=download&id=1SNtNIY7khlHQYMtaOH-FosSH3kWwL4b7"> SVG Figures</a>
+                href="https://drive.google.com/uc?export=download&id=1B9bxtmdugwtg-b7Y4AdQKAIEVWxjx8l3"> SVG Figures</a>
             /
             <a href="https://docs.google.com/presentation/d/1lQE4Bu7-LgvV2VlJOt_4dQT-kusYl7Vo/edit?usp=drive_link&ouid=110441678248547154185&rtpof=true&sd=true">PowerPoint
                 Figures</a>