Evidently community examples

Examples of using Evidently to evaluate, test and monitor ML models.

📊 Tutorials

Code tutorials showing specific use cases, Evidently functionality or example dataset analysis. Come with blog posts or detailed explanations.

If you are new to Evidently, explore the official Quickstart for Tests and Reports and Monitoring Quickstart.

Title	Code	Blog	Author	Tags
How to run and debug LLM regression tests	Jupyter notebook	-	Evidently team	test_suites, llm, text_descriptors
How to create an LLM judge	Jupyter notebook	-	Evidently team	test_suites, llm, text_descriptors
How to monitor LLM testing results	Jupyter notebook	Tutorial	Evidently team	test_suites, llm, text_descriptors
How to run regression testing for LLMs	Jupyter notebook	Tutorial	Evidently team	test_suites, llm, text_descriptors
How to create ML model cards	Jupyter notebook	Tutorial	Evidently team	reports, data_quality, model_quality, classification
How to use descriptors to monitor text data	Jupyter notebook - with model training	Tutorial	Evidently team	reports, test_suites, text_data, nlp, data_drift, text_descriptors
How to monitor NLP models in production	Colab - with model training	Tutorial	Evidently team	reports, text_data, nlp, data_drift, text_descriptors, classification
How to break a model in 20 days. A tutorial on production model analytics.	Jupyter notebook	Tutorial	Evidently team	reports, data_drift, model_quality, regression
How to compare models pre-deployment.	Jupyter notebook	Tutorial	Evidently team	reports, model_quality, classification
How to design ML monitoring. Tutorial from CS 329S: Machine Learning Systems Design.	Jupyter notebook	Tutorial	Evidently team	reports, data_drift, model_quality, regression

See more data stories in the main Evidently repository.

💻 Examples

Code examples and how-tos on using Evidently and specific features.

If you are new to Evidently, see the entry-level sample notebooks with all Evidently metrics and tests.

Title	Code	Author	Tags
How to convert raw text data to embeddings and evaluate data drift.	Jupyter notebook	Sangam SwadiK	reports, text_data, nlp, data_drift, embeddings
Comparing data drift tests for different distributions types.	Jupyter notebook	Antonis Stellas	reports, data_drift

🏗️ Integrations

Examples of using Evidently with other tools.

See core deployment blueprints in the integrations folder in main Evidently repository.

Title	Code	Blog	Author	Tags
How to send email alerts on drift Evidently and AWS SES	Example repo	Tutorial	Marcello Victorino	data drift

🎥 Events

Examples from specific events, meetups or workshops using Evidently.

Title	Code	Video	Author	Tags

📚 Blogs

Blogs about Evidently, published on external platforms.

Title	Blog	Author	Tags

See the official Evidently blog for more articles.