docs: minor changes in sambanova community integration docs (#21129)

- **Description:** minor changes in sambanova community integration
notebook docs

---------

Co-authored-by: Renate Kempf <165940384+renate-snova@users.noreply.github.com>
Co-authored-by: Bagatur <baskaryan@gmail.com>

docs/docs/integrations/llms/sambanova.ipynb

@@ -4,11 +4,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Sambanova\n",
+    "# SambaNova\n",
     "\n",
-    "**[Sambanova](https://sambanova.ai/)'s** [Sambaverse](https://sambaverse.sambanova.ai/) and [Sambastudio](https://sambanova.ai/technology/full-stack-ai-platform) are platforms for running your own open source models\n",
+    "**[SambaNova](https://sambanova.ai/)'s** [Sambaverse](https://sambaverse.sambanova.ai/) and [Sambastudio](https://sambanova.ai/technology/full-stack-ai-platform) are platforms for running your own open-source models\n",
     "\n",
-    "This example goes over how to use LangChain to interact with Sambanova models"
+    "This example goes over how to use LangChain to interact with SambaNova models"
    ]
   },
   {
@@ -22,14 +22,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**Sambaverse** allows you to interact with multiple Open source models you can se the list of available models an interact with then in the [playground](https://sambaverse.sambanova.ai/playground)"
+    "**Sambaverse** allows you to interact with multiple open-source models. You can see the list of available models and interact with them in the [playground](https://sambaverse.sambanova.ai/playground)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "An API key is required to access to Sambaverse models get one creating an account in [sambaverse.sambanova.ai](https://sambaverse.sambanova.ai/)\n",
+    "An API key is required to access Sambaverse models. To get a key, create an account at [sambaverse.sambanova.ai](https://sambaverse.sambanova.ai/)\n",
     "\n",
     "The [sseclient-py](https://pypi.org/project/sseclient-py/) package is required to run streaming predictions "
    ]
@@ -47,7 +47,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Register your API Key environment variable:"
+    "Register your API key as an environment variable:"
    ]
   },
   {
@@ -68,7 +68,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Call Sambaverse models directly from langchain!"
+    "Call Sambaverse models directly from LangChain!"
    ]
   },
   {
@@ -108,14 +108,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "**SambaStudio** allows you to Train, run batch inference jous, and deploy online inference endpoints to run your own fine tunned open source models"
+    "**SambaStudio** allows you to train, run batch inference jobs, and deploy online inference endpoints to run open source models that you fine tuned yourself."
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "A SambaStudio environment is required to deploy a model. Get more information in [sambanova.ai/products/enterprise-ai-platform-sambanova-suite](https://sambanova.ai/products/enterprise-ai-platform-sambanova-suite)\n",
+    "A SambaStudio environment is required to deploy a model. Get more information at [sambanova.ai/products/enterprise-ai-platform-sambanova-suite](https://sambanova.ai/products/enterprise-ai-platform-sambanova-suite)\n",
     "\n",
     "The [sseclient-py](https://pypi.org/project/sseclient-py/) package is required to run streaming predictions "
    ]
@@ -160,7 +160,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Call SambaStudio models directly from langchain!"
+    "Call SambaStudio models directly from LangChain!"
    ]
   },
   {