You could build beautiful apps purely in Python.
No solution is complete without a great UI.
Python has been successful in a wide variety of use cases. But few understand and appreciate its ability in creating graphical user interfaces (GUI.) Indeed we have a handful of extraordinary python GUI frameworks that helps developers quickly put up an interface to interact with their project.
This post will discuss 3 cross-platform GUI frameworks and 2 web interfacing tools. We'll also cover some basic examples and their strengths so that you can be well acquainted with picking the right one for your next project.
Here are the five tools you need to know for building helpful UI.
Gradio is a beautiful web UI builder. It’s specifically designed for machine learning projects.
Gradio has about 25 different widgets. Each has its own set of configurations. You can wrap each Python function in a Gradio interface and display its output on another widget.
What’s cool about Gradio is its ability to collect feedback. As data scientists, you often need to collect feedback from evaluators on your models.
Gradio has a flag option. If the user finds the model prediction is off. They could click on the flag button. Gradio will collect all the input values, the prediction, and other information.
As most experienced data scientists know, building and deploying models is a highly iterative process. Hence, feedback collection makes Gradio the perfect fit for ML app prototyping.
You could also deploy your app on Huggingface spaces for free. That way you can share your work with a wider audience and collect more feedback. Huggingface only allows Gradio and Streamlit apps (and static pages) on their platform.
