description |
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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 | Jupyter notebook Colab |
Tutorial |
Quickstart for ML Monitoring | Python script | Tutorial |
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 | Jupyter notebook Colab |
Pre-built Test Suites on tabular data:
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Evidently Tests | Jupyter notebook Colab |
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Evidently Metric Presets | Jupyter notebook Colab |
All pre-built Reports:
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Evidently Metrics | Jupyter notebook Colab |
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For more examples showing specific features, including text data support, head to the "How to" examples.
{% content-ref url="../how-to-guides/README.md" %} How to guides {% endcontent-ref %}
To better understand the Evidently use cases, refer to the detailed tutorials accompanied by the blog posts.
Title | Code example | Blog post |
---|---|---|
Understand ML model decay in production (regression example) | Jupyter notebook | How to break a model in 20 days. A tutorial on production model analytics. |
Compare two ML models before deployment (classification example) | Jupyter notebook | What Is Your Model Hiding? A Tutorial on Evaluating ML Models. |
Evaluate and visualize historical data drift | Jupyter notebook | How to detect, evaluate and visualize historical drifts in the data. |
Monitor NLP models in production | Colab | Monitoring NLP models in production: a tutorial on detecting drift in text data |
Create ML model cards | Jupyter notebook | A simple way to create ML Model Cards in Python |
Use descriptors to monitor text data | Jupyter notebook | Monitoring unstructured data for LLM and NLP with text descriptors |
You can find more examples in the Community Examples repository.
To see how to integrate Evidently in your prediction pipelines and use it with other tools, refer to the integrations.
{% content-ref url="../integrations/evidently-integrations.md" %} integrations/evidently-integrations.md {% endcontent-ref %}