kafkaml-anomaly-detection
pyod
| kafkaml-anomaly-detection | pyod | |
|---|---|---|
| 1 | 7 | |
| 48 | 7,962 | |
| - | - | |
| 0.0 | 7.5 | |
| over 1 year ago | 4 days ago | |
| Python | Python | |
| MIT License | BSD 2-clause "Simplified" License |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
kafkaml-anomaly-detection
-
Real time anomalies detection using kafka and scikit-learn
Hello everyone, I want to share with you a project I made for real time anomalies detection using kafka in python and scikit-learn, it has the generation of streaming data, the real time predictions and slack alerts, full code here
pyod
-
A Comprehensive Guide for Building Rag-Based LLM Applications
This is a feature in many commercial products already, as well as open source libraries like PyOD. https://github.com/yzhao062/pyod
-
Analyze defects and errors in the created images
PyOD
-
Multivariate Outlier Detection in Python
Check out the algorithms and documentation in this toolkit. It’ll give you a list of methods to read up on to understand their mechanisms. https://github.com/yzhao062/pyod
- Pyod – A Comprehensive and Scalable Python Library for Outlier Detection
- Predictive Maintenance and Anomaly Detection Resources
-
[D] Unsupervised Outlier Detection - Advise Requested
The source code and documentaion of PyOD is the best survey about OOD. Besides, the normalized flow and VQVAE are also feasible.
- PyOD: ~50 anomaly detection algorithms in one framework.
What are some alternatives?
stumpy - STUMPY is a powerful and scalable Python library for modern time series analysis
tods - TODS: An Automated Time-series Outlier Detection System
Faust - Python Stream Processing
isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.
pygod - A Python Library for Graph Outlier Detection (Anomaly Detection)
alibi-detect - Algorithms for outlier, adversarial and drift detection
loglizer - A machine learning toolkit for log-based anomaly detection [ISSRE'16]
pycaret - An open-source, low-code machine learning library in Python
makinage - Stream Processing Made Easy
anomalib - An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
pymiere - Python for Premiere pro