Examples
Sample notebooks and tutorials
This is the best place to start.
Title | Code example | Guide |
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Quickstart for Reports and Test Suites | ||
Quickstart for ML Monitoring |
Simple examples show different Metrics, Tests and Presets. Head to Colab examples to see the pre-rendered visuals.
Title | Code example | Contents |
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Evidently Test Presets | Pre-built Test Suites on tabular data:
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Evidently Tests |
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Evidently Metric Presets | All pre-built Reports:
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Evidently Metrics |
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For more examples showing specific features, including text data support, head to the "How to" examples.
To better understand the Evidently use cases, refer to the detailed tutorials accompanied by the blog posts.
Title | Code example | Blog post |
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Understand ML model decay in production (regression example) | ||
Compare two ML models before deployment (classification example) | ||
Evaluate and visualize historical data drift | ||
Monitor NLP models in production | ||
Create ML model cards | ||
Use descriptors to monitor text data |
To see how to integrate Evidently in your prediction pipelines and use it with other tools, refer to the integrations.
Last modified 1mo ago