Create an AI-Generated Streamlit Application - no code required

Use the OpenAI Playground and code completion tools to create a Streamlit app with interactive Plotly charts

There are many ways of using LLMs to aid your productivity and I have written several articles about using OpenAI APIs as part of app development. In particular, the following articles introduce OpenAI’s Assistants - an alternative to RAG.

Harness Streamlit, GPT-4 and the Assistants API to Create a Custom Chatbot

and

Use OpenAI’s Powerful New Assistants API for Data Analysis

(both articles are from Medium but with no paywall)

In this new piece, I investigate the use of the OpenAI Playground and the Assistants API to generate a Streamlit app. I created the app from a CSV file and a prompt and did not write a single line of code. Find out how I did it here:

Create an AI-Generated Streamlit Application with an OpenAI Assistant

The result was a perfectly competent data visualization application as you can see, below.

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