diff --git a/01_Text_generation/01_text_and_code_generation_w_bedrock.ipynb b/01_Text_generation/01_text_and_code_generation_w_bedrock.ipynb
index 2449a263..2aec684e 100644
--- a/01_Text_generation/01_text_and_code_generation_w_bedrock.ipynb
+++ b/01_Text_generation/01_text_and_code_generation_w_bedrock.ipynb
@@ -23,7 +23,7 @@
     "   5. [Cross-Regional Inference in Amazon Bedrock](#ch25)\n",
     "   6. [Multi-turn conversations](#ch26)\n",
     "   7. [Streaming Responses with the ConverseStream API](#ch27)\n",
-    "3. [Code Generation wiht Foundational Models](#ch3)\n",
+    "3. [Code Generation with Foundational Models](#ch3)\n",
     "4. [Function Calling with the Converse API](#ch4)\n",
     "   1. [4.1 Function Calling Flow](#ch41)\n",
     "   2. [Example: Implementation of Weather Function Calling with Bedrock's Converse API](#ch42)\n",
@@ -38,7 +38,7 @@
     "In this notebook, you will:\n",
     "\n",
     "1. Learn the basics of the Amazon Bedrock **Invoke API**\n",
-    "2. Explore the more powerful **Converse API** and it's features like multi-turn conversation, streaming, or function calling\n",
+    "2. Explore the more powerful **Converse API** and its features like multi-turn conversation, streaming, or function calling\n",
     "3. Apply these APIs across various foundation models\n",
     "4. Compare results across different state-of-the-art models"
    ]
@@ -661,7 +661,7 @@
    "outputs": [],
    "source": [
     "code_generation_prompt = \"\"\"\n",
-    "Create a Python function called get_weather that accepts a location as parameter. \\\n",
+    "Create a Python function called get_weather that accepts a location as a parameter. \\\n",
     "The function should return a dictionary containing weather data (condition, temperature, and humidity) for predefined cities.\\\n",
     "Use a mock data structure instead of actual API calls. Include New York, San Francisco, Miami, and Seattle as default cities.\\\n",
     "The return statement should look like the following: return weather_data.get(location, {\"condition\": \"Unknown\", \"temperature\": 0, \"humidity\": 0}).\n",