diff --git a/docs/examples/llm/maritalk.ipynb b/docs/examples/llm/maritalk.ipynb
index b5d18c895955efbe21a36b0a47ca06a6764d2575..8f48b6d1c3846f04780cdcbaa22af136aaf37b23 100644
--- a/docs/examples/llm/maritalk.ipynb
+++ b/docs/examples/llm/maritalk.ipynb
@@ -10,7 +10,7 @@
     "\n",
     "## Introduction\n",
     "\n",
-    "MariTalk is an assistant developed by the Brazilian company [Maritaca AI](www.maritaca.ai).\n",
+    "MariTalk is an assistant developed by the Brazilian company [Maritaca AI](https://www.maritaca.ai).\n",
     "MariTalk is based on language models that have been specially trained to understand Portuguese well.\n",
     "\n",
     "This notebook demonstrates how to use MariTalk with llama-index through a simple example."
@@ -30,8 +30,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "%pip install llama-index-llms-maritalk\n",
-    "!pip install llama-index"
+    "!pip install llama-index\n",
+    "!pip install llama-index-llms-maritalk"
    ]
   },
   {
@@ -80,10 +80,8 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
     "### Few-shot examples\n",
     "\n",