Deepchecks tests and validates machine learning models and data, covering workflows from research through production.
Eurybia
Eurybia tracks model drift and validates data during machine learning model deployment.
About Eurybia
Eurybia is an open-source Python library from the MAIF GitHub project for monitoring model drift over time. It helps you check data before a model goes into production. You pass a baseline or training dataset and a current or production dataset as pandas DataFrames, and you can add a deployed model and encoder. The usual workflow declares a SmartDrift object, compiles it, and generates an HTML report. It installs with pip and is intended for Python 3.9 to 3.12.
Pricing is not clearly stated.
Key features
- Feature importance, scatter plot and dataset distribution views
- AUC evolution and model performance evolution views
- Predicted value distribution comparison between baseline and newest data
- HTML reports that can be shared with non-data users
- Installs with pip
- Optional deployed model and encoder for richer report content
Best for: Data scientists and data analysts who monitor drift and validate data before deploying models.
Watch out for
- Model and encoder results need datasets the model can use
- Intended for Python versions 3.9 to 3.12
Eurybia at a glance
- Website
- github.com/MAIF/eurybia
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Details verified
- Oct 22, 2026 · Official source
- Open source
- Yes · Source code
- Language
- English
- Last checked
- Oct 5, 2026 · Online when checked
- Listed
- Oct 5, 2026
Eurybia alternatives
Tools and sites you could use instead, ranked by how closely they match.
Merlin supports machine learning model management, deployment, and serving in Kubernetes environments.
Open source
24 alternatives
Adaptive Reliability Layer decides when to retrain a model based on drift signals and delayed labels.
Evidently evaluates, tests, and monitors machine learning systems and data pipelines.
Open source
24 alternatives
NannyML provides Python tools for post-deployment data science and monitoring model performance under data drift.
Open source
24 alternatives
MMDeploy provides a model deployment framework from the OpenMMLab project.
Open source
24 alternativesPopular in AI Infrastructure & MLOps
Well-known listings from the same topic.
Guild AIguild.aiFlow AIflow-ai.comsystemprompt.iosystemprompt.ioKili Technologykili-technology.comAPI docsdocs.x.aiEyePop.aieyepop.ai
Is something wrong or out of date?
Tell us and an editor will check it.
Own this website?
Claim this listing
Claim the listing and suggest updates yourself. An editor checks every claim first.