Top 4 Python concept-drift Projects

river

17 4,766 9.2 Python

🌊 Online machine learning in Python

Project mention: 🔍Underrated Open Source Projects You Should Know About 🧠 | dev.to | 2024-03-20

River is a Python library for online machine learning. Online machine learning can dynamically adapt to new patterns in the data, or when the data itself is generated as a function of time, e.g., stock price prediction, content personalization.

alibi-detect

9 2,082 7.6 Python

Algorithms for outlier, adversarial and drift detection

Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13

Numerous tools exist for detecting anomalies in time series data, but Alibi Detect stood out to me, particularly for its capabilities and its compatibility with both TensorFlow and PyTorch backends.

WorkOS

workos.com sponsored

The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
frouros

5 160 9.4 Python

Frouros: an open-source Python library for drift detection in machine learning systems.

Project mention: Frouros: An open-source Python library for drift detection in machine learning | news.ycombinator.com | 2024-04-06

MemStream

1 81 3.5 Python

MemStream: Memory-Based Streaming Anomaly Detection

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).