![]() ![]() Plotly Dash and Streamlit are more mature technologies in this list. You can read more about Plotly Dash in my previous blog post on this topic. ![]() You can install Streamlit with the following command. ![]() If you know Python, you are already armed with everything you need. You don’t have to know any HTML, CSS, or JavaScript or follow any web development online courses. It has a declarative coding style which I found very helpful. Streamlit is a fantastic tool for developing web apps using Python. Which makes Streamlit the next best Python tool for GUI development. Huggingface only allows Gradio and Streamlit apps (and static pages) on their platform. That way, you can share your work with a wider audience and collect more feedback. You could also deploy your app on Huggingface spaces for free. Hence, feedback collection makes Gradio the perfect fit for ML app prototyping. Gradio will collect all the input values, the prediction, and other information.Īs most experienced data scientists know, building and deploying models is a highly iterative process. If the user finds the model prediction is off. As data scientists, you often need to collect feedback from evaluators on your models. What’s cool about Gradio is its ability to collect feedback. You can wrap each Python function in a Gradio interface and display its output on another widget. It’s specifically designed for machine learning projects. Grab your aromatic coffee ( or tea) and get ready…! Gradio ![]()
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