From 895bace4ffa7406d385ee084a2ac1f65d4f98263 Mon Sep 17 00:00:00 2001
From: Ziming Liu <zmliu@mit.edu>
Date: Sun, 11 Aug 2024 13:12:22 -0400
Subject: [PATCH] Update Interp_8_adding_auxillary_variables.ipynb

---
 tutorials/Interp_8_adding_auxillary_variables.ipynb | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/tutorials/Interp_8_adding_auxillary_variables.ipynb b/tutorials/Interp_8_adding_auxillary_variables.ipynb
index af25fbec..f79a5ab5 100644
--- a/tutorials/Interp_8_adding_auxillary_variables.ipynb
+++ b/tutorials/Interp_8_adding_auxillary_variables.ipynb
@@ -5,7 +5,7 @@
    "id": "f8ba3161",
    "metadata": {},
    "source": [
-    "# Interp 8: Adding auxillary variables"
+    "# Interpretability 8: Adding auxiliary variables"
    ]
   },
   {
@@ -13,7 +13,7 @@
    "id": "6535c1f2",
    "metadata": {},
    "source": [
-    "When we do a regression task, it might be good to include auxillary input variables, even though they might be dependent on other variables. For example, to regress $m(m_0, v, c)=m_0/\\sqrt{1-(v/c)^2}$, it is desirable to include the dimensionaless varabile $\\beta = v/c$ as a separate input variable. If we also know this is a task in relativity, we may also include $\\gamma=1/\\sqrt{1-(v/c)^2}$ because $\\gamma$ appears frequently in relativity."
+    "When we do a regression task, it might be good to include auxiliary input variables, even though they might be dependent on other variables. For example, to regress $m(m_0, v, c)=m_0/\\sqrt{1-(v/c)^2}$, it is desirable to include the dimensionaless varabile $\\beta = v/c$ as a separate input variable. If we also know this is a task in relativity, we may also include $\\gamma=1/\\sqrt{1-(v/c)^2}$ because $\\gamma$ appears frequently in relativity."
    ]
   },
   {