nfstream
pyod
| nfstream | pyod | |
|---|---|---|
| 7 | 7 | |
| 1,043 | 7,962 | |
| 0.7% | - | |
| 1.8 | 7.5 | |
| 3 months ago | 4 days ago | |
| Python | Python | |
| GNU Lesser General Public License v3.0 only | 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.
nfstream
- Monitor your system network traffic using one line of Python
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Open Source Deep Packet Inspection Using Python
GitHub project: https://github.com/nfstream/nfstream
Community feedbacks and contributions are welcome!
- Nfstream: A network data analysis framework using Python
- NFStream: A Framework for traffic classification using Python
- A Python package for Network Data Science
- A Framework for Applying Machine Learning to Network Traffic
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
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Analyze defects and errors in the created images
PyOD
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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
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[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?
nDPI - Open Source Deep Packet Inspection Software Toolkit
tods - TODS: An Automated Time-series Outlier Detection System
scapy - Scapy: the Python-based interactive packet manipulation program & library. Supports Python 2 & Python 3.
isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.
pyshark - Python wrapper for tshark, allowing python packet parsing using wireshark dissectors
alibi-detect - Algorithms for outlier, adversarial and drift detection
node_pcap - libpcap bindings for node
pycaret - An open-source, low-code machine learning library in Python
StratosphereLinuxIPS - Slips, a free software behavioral Python intrusion prevention system (IDS/IPS) that uses machine learning to detect malicious behaviors in the network traffic. Stratosphere Laboratory, AIC, FEL, CVUT in Prague.
anomalib - An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
suzieq - Using network observability to operate and design healthier networks
stumpy - STUMPY is a powerful and scalable Python library for modern time series analysis