diff --git a/FinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners.ipynb b/FinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners.ipynb
index 26d7a88..fce31d5 100644
--- a/FinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners.ipynb
+++ b/FinGPT_Training_LoRA_with_ChatGLM2_6B_for_Beginners.ipynb
@@ -874,7 +874,8 @@
       "source": [
         "## Part 3: Setup FinGPT training parameters with LoRA on ChatGlm2-6b\n",
         "\n",
-        "Training a model can be resource-intensive. Ensure you have a powerful GPU (need to purchase GPU plans in Google Colab, Colab Pro is sufficient)\n",
+        "Training a model can be resource-intensive. Ensure you have a powerful GPU\n",
+        " * Need to purchase Google Colab GPU plans, Colab Pro is sufficient or just buy 100 compute units for $10\n",
         " * NVIDIA A100 is recommended due to its high memory capacity.\n",
         "\n"
       ],
@@ -1176,7 +1177,7 @@
         "### 3.3 Model Loading & Preparation:\n",
         "Load the base model and tokenizer, and prepare the model for INT8 training.\n",
         "\n",
-        "* Runtime -> Change runtime type -> A100 GPU\n",
+        "* **Runtime -> Change runtime type -> A100 GPU**\n",
         "* retart runtime and run again if not working\n"
       ],
       "metadata": {
@@ -1591,7 +1592,7 @@
       "source": [
         "## Part 4: Loading Data and Training FinGPT\n",
         "In this segment, we'll delve into the loading of your pre-processed data, and finally, launch the training of your FinGPT model. Here's a stepwise breakdown of the script provided:\n",
-        "\n"
+        "* Need to purchase Google Colab GPU plans, Colab Pro is sufficient or just buy 100 compute units for $10\n"
       ],
       "metadata": {
         "id": "AsRYIMb_CLYR"
@@ -3236,7 +3237,7 @@
     {
       "cell_type": "markdown",
       "source": [
-        "#### Conclusion:\n",
+        "#### Comparison\n",
         "\n",
         "\n",
         "***TFNS:***\n",
@@ -3345,8 +3346,7 @@
       "gpuType": "A100",
       "toc_visible": true,
       "collapsed_sections": [
-        "Oob5cnSlpi7C",
-        "e4AgPl_t04qV"
+        "Oob5cnSlpi7C"
       ],
       "include_colab_link": true
     },