diff --git a/chapter_08/nb_ch08_01.ipynb b/chapter_08/nb_ch08_01.ipynb
index dd6054d..9f81180 100644
--- a/chapter_08/nb_ch08_01.ipynb
+++ b/chapter_08/nb_ch08_01.ipynb
@@ -194,7 +194,7 @@
     "    KL(q_\\lambda(\\theta_1) || p(\\theta_1|D))\n",
     "$$\n",
     "\n",
-    "Note that, TFP can calculate he KL divergence only between some distributions. Unfornunatly the it cannot calculate the KL-Divergence between a gamma and a normal distribution. Hence, approximate the KL divergence by drawing samples:\n",
+    "Note that, TFP can calculate he KL divergence only between some distributions. Unfornunatly it cannot calculate the KL-Divergence between a gamma and a normal distribution. Hence, approximate the KL divergence by drawing samples:\n",
     "\n",
     "$$\n",
     "     KL(q_\\lambda(\\theta_1) || p(\\theta_1|D)) = \\int \\frac{\\log(p(\\theta_1|D)}{q_\\lambda(\\theta_1))} q_\\lambda(\\theta_1) \\; d\\theta_1 = \n",