Logic Labyrinth
Dall-E 3 illustration of a stream of AI Chatbots and Assistants
Dall-E 3 illustration of a stream of AI Chatbots and Assistants

Streamlit: The fastest way to build custom ML tools

Written by Dan Hubbert

Chat GPT Summary of Streamlit

Streamlit is an open-source app framework specifically designed for Machine Learning and Data Science projects. It allows developers to create interactive web applications with ease. By writing just a few lines of Python code, one can have a functioning prototype of an app. Streamlit’s declarative scripting runs from top to bottom, re-executing the script each time a user interacts with the app, which makes it simpler to understand and use. Its capability to seamlessly integrate with popular data science libraries like Pandas, NumPy, Matplotlib, Plotly, and others, makes it a powerful tool for building and sharing data apps. Moreover, Streamlit comes with a caching mechanism which ensures that your data processing steps are only re-run when necessary, thus optimizing performance. With a growing community and a plethora of available plugins, Streamlit is a promising choice for data practitioners looking to quickly turn data scripts into shareable web apps.