refactor: Standardize notebook metadata

Author: nestor-daza-mdb

notebooks/ai-rag-lab.ipynb

@@ -1076,13 +1076,21 @@
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python 3",
+      "display_name": "base",
       "language": "python",
       "name": "python3"
     },
     "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
       "name": "python",
-      "version": "3.12.1"
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.6"
     },
     "widgets": {
       "application/vnd.jupyter.widget-state+json": {

notebooks/vector-search-lab.ipynb

@@ -946,13 +946,21 @@
   ],
   "metadata": {
     "kernelspec": {
-      "display_name": "Python 3",
+      "display_name": "base",
       "language": "python",
       "name": "python3"
     },
     "language_info": {
+      "codemirror_mode": {
+        "name": "ipython",
+        "version": 3
+      },
+      "file_extension": ".py",
+      "mimetype": "text/x-python",
       "name": "python",
-      "version": "3.12.1"
+      "nbconvert_exporter": "python",
+      "pygments_lexer": "ipython3",
+      "version": "3.11.6"
     },
     "widgets": {
       "application/vnd.jupyter.widget-state+json": {