Question: Is there an open-source platform that enables data scientists to build and share interactive web apps with just a few lines of code?

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Streamlit

If you're looking for an open-source foundation to build and share interactive web apps with a minimal amount of programming, Streamlit could be the ticket. It's a Python framework that lets data scientists and AI/ML engineers build interactive data apps without needing any front-end skills. Streamlit is good for a variety of tasks, including data visualization, finance and science, and works with a variety of tools like Pandas and Vega-Lite. The foundation can be used to deploy apps immediately, either locally or on Streamlit's Community Cloud, and lets you create custom components for more control.

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Gradio

Another strong contender is Gradio, a Python library that turns Python functions into interactive web demos. It comes with more than 30 prebuilt components and supports a variety of input and output types, making it particularly good for machine learning work. Gradio works in Jupyter notebooks, Google Colab and local environments, and you can share demos with publicly accessible URLs. Its low-code interface and interactivity makes it a good choice for people who know Python and want to build and deploy machine learning apps without a lot of fuss.

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Dash

If you need something more scalable, check out Dash. This Python library is geared for building interactive data applications that can handle big loads. Dash has a simple installation process and one-click deployment, which makes collaboration easy. It also supports low-code development, AI and ML integration, and can be installed on a variety of cloud computing services like AWS, Azure and GCP. It's good for data scientists and engineers who need serious analytics and visualization tools.

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Vizzly

Last, Vizzly is a customer-facing analytics platform that lets you build, share and embed data-driven experiences. It includes a no-code builder, interactive and customizable analytics dashboards and self-serve reporting. Vizzly is geared for modern SaaS companies that want to build analytics into their products without a lot of technical work, so they can improve user experience and get to market faster.

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