diff --git a/t81_558_class_08_5_kaggle_project.ipynb b/t81_558_class_08_5_kaggle_project.ipynb
index f1e724c..ad1ba4d 100644
--- a/t81_558_class_08_5_kaggle_project.ipynb
+++ b/t81_558_class_08_5_kaggle_project.ipynb
@@ -93,9 +93,10 @@
     "# Part 8.5: Current Semester's Kaggle\n",
     "\n",
     "Kaggke competition site for current semester:\n",
-    "* [Fall 2022 Kaggle Assignment](https://www.kaggle.com/competitions/applications-of-deep-learning-wustlfall-2022)\n",
+    "* [Spring 2023 Kaggle Assignment](https://www.kaggle.com/competitions/applications-of-deep-learning-wustlspring-2023)\n",
     "\n",
     "Previous Kaggle competition sites for this class (NOT this semester's assignment, feel free to use code):\n",
+    "* [Fall 2022 Kaggle Assignment](https://www.kaggle.com/competitions/applications-of-deep-learning-wustlfall-2022)\n",
     "* [Spring 2022 Kaggle Assignment](https://www.kaggle.com/c/tsp-cv)\n",
     "* [Fall 2021 Kaggle Assignment](https://www.kaggle.com/c/applications-of-deep-learning-wustlfall-2021)\n",
     "* [Spring 2021 Kaggle Assignment](https://www.kaggle.com/c/applications-of-deep-learning-wustl-spring-2021b)\n",
@@ -700,9 +701,9 @@
    "provenance": []
   },
   "kernelspec": {
-   "display_name": "Python 3.9 (tensorflow)",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
-   "name": "tensorflow"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -714,7 +715,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,