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lhenry15
f04a2f685f
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5 years ago | |
|---|---|---|
| .. | ||
| build_AutoEncoder_pipeline.py | 5 years ago | |
| build_IsolationForest_pipline.py | 5 years ago | |
| build_LODA_pipline.py | 5 years ago | |
| run_pipeline.py | 5 years ago | |
| run_search.py | 5 years ago | |
| test_axolotl.py | 5 years ago | |
全栈的自动化机器学习系统，主要针对多变量时间序列数据的异常检测。TODS提供了详尽的用于构建基于机器学习的异常检测系统的模块，它们包括：数据处理（data processing），时间序列处理（ time series processing），特征分析（feature analysis)，检测算法（detection algorithms），和强化模块（ reinforcement module）。这些模块所提供的功能包括常见的数据预处理、时间序列数据的平滑或变换，从时域或频域中抽取特征、多种多样的检测算
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