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H2O Wave AI App Development Framework

2 posts · Jun 2026

What this trail covers

H2O Wave is an open-source Python development framework for building real-time interactive AI applications. It provides a rich set of UI components and charts, enabling developers to create sophisticated visualizations and dashboards without requiring HTML, CSS, or JavaScript expertise. Wave's real-time server facilitates streaming dynamic information, and it integrates seamlessly with H2O's machine learning platform and AI Cloud for model building and deployment. The framework supports deployment across various cloud environments and major operating systems, and integrates with popular ML libraries like TensorFlow, scikit-learn, PyTorch, and Pandas.

All H2O.ai trails
  1. H2O WaveThis post introduces H2O Wave, an open-source Python framework for building real-time interactive AI applications. It highlights the framework's ability to create sophisticated visualizations and dashboards using only Python, without requiring HTML, CSS, or JavaScript. Key features include a real-time server for streaming dynamic information, seamless integration with H2O's AutoML platform and AI Cloud, and broad compatibility with major cloud environments (AWS, Google Cloud, Azure) and operating systems (Linux, Mac, Windows). The post also showcases integrations with popular ML libraries such as TensorFlow, scikit-learn, PyTorch, and Pandas, and provides links to sample apps for use cases like churn risk mitigation, recommendation engines, and sentiment analysis.