diff --git a/Module_1b_linear_regression_ols.ipynb b/Module_1b_linear_regression_ols.ipynb
index 1c24f58..d47e162 100644
--- a/Module_1b_linear_regression_ols.ipynb
+++ b/Module_1b_linear_regression_ols.ipynb
@@ -1310,7 +1310,7 @@
     "\n",
     "What if we want to predict $price$ based on $kmpl$, $bhp$, $kmpl^2$ and $bhp / kmpl$\n",
     "\n",
-    "The think to remember is that non-linear transforms of the features does not impact the Linear Regression. Because the linear relationship is really about $\\beta $ and not the features.\n",
+    "The thing to remember is that non-linear transforms of the features does not impact the Linear Regression. Because the linear relationship is really about $\\beta $ and not the features.\n",
     "\n",
     "We can be write this  as:\n",
     "\n",