fix readme and colab links

Author: tylerhutcherson

README.md

@@ -144,7 +144,7 @@ AI gateways manage LLM traffic through a centralized, managed layer that can imp
 | Recipe | GitHub | Google Colab |
 | ------ | ------ | ------------ |
 | 💳 **Credit Scoring** - Credit scoring system using Feast with Redis as the online store | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/feature-store/00_feast_credit_score.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/feature-store/00_feast_credit_score.ipynb) |
-| 🔍 **Transaction Search** - Real-time transaction feature search with Redis | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/feature-store/01_transaction_search.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/feature-store/01_transaction_search.ipynb) |
+| 🔍 **Transaction Search** - Real-time transaction feature search with Redis | [![Open In GitHub](https://img.shields.io/badge/View-GitHub-green)](python-recipes/feature-store/01_card_transaction_search.ipynb) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/feature-store/01_card_transaction_search.ipynb) |
 
 ### ☕️ Java AI Recipes
 

python-recipes/feature-store/00_feast_credit_score.ipynb

@@ -31,7 +31,7 @@
       },
       "source": [
         "## Let's Begin!\n",
-        "<a href=\"https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/feat/RAAE-447/feature-store-recipe/python-recipes/feature-store/01_feast_credit_score.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n"
+        "<a href=\"https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/feature-store/00_feast_credit_score.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n"
       ]
     },
     {
@@ -3744,4 +3744,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
+}

python-recipes/feature-store/01_card_transaction_search.ipynb

@@ -22,9 +22,15 @@
         "4. Complex aggregation queries\n",
         "   - Calculate average transaction volume per week\n",
         "   - Identify spending patterns\n",
-        "   - Generate user spending profiles\n",
-        "\n",
-        "## Let's Begin!"
+        "   - Generate user spending profiles"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## Let's Begin!\n",
+        "<a href=\"https://colab.research.google.com/github/redis-developer/redis-ai-resources/blob/main/python-recipes/feature-store/01_card_transaction_search.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
     {