Use this skill for building lightweight web interfaces to ML models, data visualizations, and analytical tools.
| Streamlit | Rapid ML demos, data apps | Simplest API, large community, great for Python devs | | Panel | Complex dashboards, reactive layouts | Jupyter integration, flexible layout, HoloViz ecosystem | | Gradio | ML model sharing, Hugging Face | Built-in sharing, model introspection, API generation |
| Dash (Plotly) | Production dashboards | Fine-grained control, React backend | | NiceGUI | Desktop + web apps | Native-like UI, async support |
App Web interattive per la scienza dei dati: Streamlit, Panel e Gradio. Utilizzalo per prototipare modelli ML, creare dashboard di esplorazione dei dati e condividere approfondimenti con soggetti interessati non tecnici. Fonte: legout/data-platform-agent-skills.