diff --git a/docs/docs_skeleton/static/img/chat_use_case.png b/docs/docs_skeleton/static/img/chat_use_case.png new file mode 100644 index 00000000000..ba4fbb44849 Binary files /dev/null and b/docs/docs_skeleton/static/img/chat_use_case.png differ diff --git a/docs/extras/use_cases/chatbots/chatbots.ipynb b/docs/extras/use_cases/chatbots/chatbots.ipynb index 23cc5b6e734..b9892c383f9 100644 --- a/docs/extras/use_cases/chatbots/chatbots.ipynb +++ b/docs/extras/use_cases/chatbots/chatbots.ipynb @@ -19,16 +19,11 @@ ] }, { - "attachments": { - "figure_1.png": { - "image/png": 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" - } - }, "cell_type": "markdown", - "id": "dd8ab301", + "id": "b9ca5bbf", "metadata": {}, "source": [ - "![figure_1.png](attachment:figure_1.png)" + "![Image description](../../../docs_skeleton/static/img/chat_use_case.png)" ] }, {