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lhenry15 27fb800bbe fix ski KDiscord unittest 4 years ago
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common increased coverage to 95% 4 years ago
data_processing increased coverage to 95% 4 years ago
detection_algorithm fix AutoReg unit_test 4 years ago
feature_analysis fix unit-test for MP SKIinterface 4 years ago
reinforcement increase coverage 5 years ago
resources fix default pipeline and typo in README 4 years ago
searcher increased coverage to 95% 4 years ago
sk_interface added sk interface for data_processing and timeseries_processing 4 years ago
tests fix ski KDiscord unittest 4 years ago
timeseries_processing upload benchmark pipelines, scripts, data 4 years ago
__init__.py merged sk_interface with system_wise example. TODO: fix unittest of detection algorithm 5 years ago
schemas.py unit-test exclusion 4 years ago
utils.py unit-test exclusion 4 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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