PandasAI, OpenAI and Streamlit - Analyzing File Uploads with User Prompts

In this video, we'll use Streamlit to build a small UI that allows users to upload a file of CSV data, and will create a text input and buttons that allow users to submit a prompt that can then be used to analyze and interrogate the data.

The prompt will be passed to the PandasAI library, which will take care of sending that prompt along with the data to OpenAI for analysis via their LLMs.

Blog post: https://bugbytes.io/posts/streamlit-p...

☕️ 𝗕𝘂𝘆 𝗺𝗲 𝗮 𝗰𝗼𝗳𝗳𝗲𝗲:
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📌 𝗖𝗵𝗮𝗽𝘁𝗲𝗿𝘀:
00:00 Intro
01:58 Loading API Key with python-dotenv
02:58 Building a UI with Streamlit
09:42 Using PandasAI and OpenAI to respond to user prompt
16:03 Generating Matplotlib Charts with PandasAI

𝗦𝗼𝗰𝗶𝗮𝗹 𝗠𝗲𝗱𝗶𝗮:
📖 Blog: https://bugbytes.io/posts/streamlit-p...
👾 Github: https://github.com/bugbytes-io/
🐦 Twitter:   / bugbytesio  

📚 𝗙𝘂𝗿𝘁𝗵𝗲𝗿 𝗿𝗲𝗮𝗱𝗶𝗻𝗴 𝗮𝗻𝗱 𝗶𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗼𝗻:
Blog post: https://bugbytes.io/posts/streamlit-p...
Streamlit: https://docs.streamlit.io/
PandasAI: https://github.com/gventuri/pandas-ai
Titanic Data: https://github.com/datasciencedojo/da...
python-dotenv: https://pypi.org/project/python-dotenv/

#python #llm #pandas #artificialintelligence #datascience #streamlit