diff --git a/examples/Multiclass_classification_for_transactions.ipynb b/examples/Multiclass_classification_for_transactions.ipynb
index 2fd531d8..c3ec6109 100644
--- a/examples/Multiclass_classification_for_transactions.ipynb
+++ b/examples/Multiclass_classification_for_transactions.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# Multiclass Classification for Transactions\n",
     "\n",
-    "For this notebook we will be looking to classify a public dataset of transactions into a number of categories that we have predefined. These approaches should be replicable to any multiclass classificaiton use case where we are trying to fit transactional data into predefined categories, and by the end of running through this you should have a few approaches for dealing with both labelled and unlabelled datasets.\n",
+    "For this notebook we will be looking to classify a public dataset of transactions into a number of categories that we have predefined. These approaches should be replicable to any multiclass classification use case where we are trying to fit transactional data into predefined categories, and by the end of running through this you should have a few approaches for dealing with both labelled and unlabelled datasets.\n",
     "\n",
     "The different approaches we'll be taking in this notebook are:\n",
     "- **Zero-shot Classification:** First we'll do zero shot classification to put transactions in one of five named buckets using only a prompt for guidance\n",