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4 changes: 2 additions & 2 deletions units/en/unit0/introduction.mdx
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Expand Up @@ -67,8 +67,8 @@ To be able to follow this course, you should have:

If you don't have any of these, don't worry! Here are some resources that can help you:

* [LLM Course](https://huggingface.co/learn/llm-course/en/chapter1/10) will guide you through the basics of using and building with LLMs.
* [Agents Course](https://huggingface.co/learn/agents-course/en/chapter1/10) will guide you through building AI agents with LLMs.
* [LLM Course](https://huggingface.co/learn/llm-course/) will guide you through the basics of using and building with LLMs.
* [Agents Course](https://huggingface.co/learn/agents-course/) will guide you through building AI agents with LLMs.

<Tip>

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2 changes: 1 addition & 1 deletion units/en/unit2/gradio-client.mdx
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Expand Up @@ -20,7 +20,7 @@ pip install smolagents[mcp] gradio[mcp] mcp

Now, we can import the necessary libraries and create a simple Gradio interface that uses the MCP Client to connect to the MCP Server.

```python

```python
import gradio as gr

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