susi
pyod
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| susi | pyod | |
|---|---|---|
| 1 | 7 | |
| 101 | 7,941 | |
| - | - | |
| 6.5 | 7.7 | |
| about 1 month ago | 7 days ago | |
| Python | Python | |
| BSD 3-clause "New" or "Revised" License | BSD 2-clause "Simplified" License |
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susi
pyod
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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?
minisom - :red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps
tods - TODS: An Automated Time-series Outlier Detection System
alibi-detect - Algorithms for outlier, adversarial and drift detection
isolation-forest - A Spark/Scala implementation of the isolation forest unsupervised outlier detection algorithm.
cleanlab - The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
trackball-python - Python library for the Pimoroni Track Ball Breakout
pycaret - An open-source, low-code machine learning library in Python
tinyHTTPie - TinyHTTPie is the Product of the Multi-Part Series "The Evolution of a Script".
anomalib - An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.
somoclu - Massively parallel self-organizing maps: accelerate training on multicore CPUs, GPUs, and clusters
stumpy - STUMPY is a powerful and scalable Python library for modern time series analysis