diff --git a/Module_1a_linear_algebra_inverse.ipynb b/Module_1a_linear_algebra_inverse.ipynb
index 5890ca2..5c270d3 100644
--- a/Module_1a_linear_algebra_inverse.ipynb
+++ b/Module_1a_linear_algebra_inverse.ipynb
@@ -51,7 +51,7 @@
    "metadata": {},
    "source": [
     "## Row-wise / Lines (2 x 2)\n",
-    "Let us solve this the traditional way by thinking of them as row wise and solving it. We can plot each of these queations and see where they intersect.\n",
+    "Let us solve this the traditional way by thinking of them as row wise and solving it. We can plot each of these equations and see where they intersect.\n",
     "\n",
     "$$ x + 3y = 15 ~~~~ \\textit{(row 1) }$$\n",
     "$$ 2x - y = 2  ~~~~ \\textit{(row 2) }$$"
@@ -321,7 +321,7 @@
     "Now we can solve this using elimination as we did earlier in the algebraic formulation\n",
     "\n",
     "### E<sub>1</sub> elimination\n",
-    "To remove `x` from the second equation matrix, we write our first slimination matrix\n",
+    "To remove `x` from the second equation matrix, we write our first elimination matrix\n",
     "\n",
     "$$ E_{1} = \\begin{bmatrix}1 & 0\\\\ -2 & 1\\end{bmatrix} $$\n",
     "\n",