H2O Wave
H2O Wave
H2O Wave is a lightweight, real-time application framework designed for building interactive data applications and dashboards. It enables developers to create beautiful, responsive web applications for data science and AI use cases without requiring extensive web development knowledge.
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Key Features
- Real-time Updates: Applications update in real-time as data changes
- Python-Native: Build applications entirely in Python without HTML, CSS, or JavaScript
- Rich Visualizations: Comprehensive library of charts, graphs, and visual components
- Interactive Components: Forms, buttons, tables, and other interactive elements
- Responsive Design: Applications automatically adapt to different screen sizes
- Easy Deployment: Simple deployment to cloud platforms and on-premises servers
Use Cases
- ML Model Monitoring: Real-time dashboards for monitoring model performance
- Business Intelligence: Interactive reports and analytics dashboards
- Data Exploration: Tools for exploring and visualizing datasets
- Operational Dashboards: Real-time monitoring of business operations
- Prototype Applications: Rapid prototyping of data-driven applications
AI Development Support
- Integration with H2O.ai machine learning models
- Real-time model inference and prediction display
- Interactive model explanation interfaces
- A/B testing frameworks for ML models