Apache Zeppelin

Apache Zeppelin is a web-based notebook for interactive data analytics and collaborative documents with built-in Apache Spark integration for ML experimentation.

Use it when

• •Prototyping and experimenting with ML models interactively.
• •Performing exploratory data analysis on large datasets.
• •Collaborating on ML experiments with team members.
• •Working with Apache Spark for distributed ML computations.
• •Creating data visualizations and interactive dashboards.
• •Building collaborative documents that combine code, text, and visualizations.
• •Need real-time data analysis and streaming data processing.

Watch out

• ⚠Limited MLOps integration: Lacks native experiment tracking and model management.
• ⚠Deployment complexity: Challenging to operationalize models in production environments.
• ⚠Resource requirements: Can be resource-intensive for large-scale operations.
• ⚠Kubernetes integration: Limited native support for containerized deployments.
• ⚠Learning curve: Requires understanding of multiple interpreters and configurations.
• ⚠Production limitations: Not ideal for automated ML pipelines or production workflows.

Available in stages

Installation

Example stacks