# ML Notebooks

Ranked by the Vioscale composite score: a confidence-weighted blend of independent signals, not user reviews.

| # | Software | Score | Confidence | Vendor |
|--:|---|--:|---|---|
| 1 | [Observable](https://www.vioscale.ai/software/observable) | 74.3 | 26% (low) | - |
| 2 | [Deepnote](https://www.vioscale.ai/software/deepnote) | 72.2 | 55% (medium) | - |
| 3 | [Apache Zeppelin](https://www.vioscale.ai/software/apache-zeppelin) | 48.7 | 22% (low) | - |
| 4 | [Amazon SageMaker Studio Notebooks](https://www.vioscale.ai/software/amazon-sagemaker-studio-notebooks) | 40.2 | 42% (low) | - |
| 5 | [Databricks Notebooks](https://www.vioscale.ai/software/databricks-notebooks) | 22.4 | 3% (low) | - |

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*Source: Vioscale (https://www.vioscale.ai/categories/ml-notebooks).*