diff --git a/algo_implementations.ipynb b/algo_implementations.ipynb
index 82794d6..b054971 100644
--- a/algo_implementations.ipynb
+++ b/algo_implementations.ipynb
@@ -292,7 +292,7 @@
    "source": [
     "### Training and Evaluation\n",
     "\n",
-    "In this sectio nwe will train our ``HadashKNeighborsClassifier`` on the Iris dataset\n",
+    "In this section we will train our ``HadashKNeighborsClassifier`` on the Iris dataset\n",
     "\n",
     "We will have to perform the following steps:\n",
     "* Define the data as a ``numpy`` arrays\n",