diff --git a/section-3-structured-data-projects/end-to-end-bluebook-bulldozer-price-regression-v2.ipynb b/section-3-structured-data-projects/end-to-end-bluebook-bulldozer-price-regression-v2.ipynb
index 8c3e49c75..7367409bd 100644
--- a/section-3-structured-data-projects/end-to-end-bluebook-bulldozer-price-regression-v2.ipynb
+++ b/section-3-structured-data-projects/end-to-end-bluebook-bulldozer-price-regression-v2.ipynb
@@ -8,7 +8,7 @@
     "  <img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/>\n",
     "</a>\n",
     "\n",
-    "[View source code](https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-3-structured-data-projects/end-to-end-bluebook-bulldozer-price-regression-v2.ipynb) | [Read notebook in online book format](https://dev.mrdbourke.com/zero-to-mastery-ml/end-to-end-bluebook-for-bulldozers-price-regression-v2/)"
+    "[View source code](https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-3-structured-data-projects/end-to-end-bluebook-bulldozer-price-regression-v2.ipynb) | [Read notebook in online book format](https://dev.mrdbourke.com/zero-to-mastery-ml/end-to-end-bluebook-bulldozer-price-regression-v2/)"
    ]
   },
   {