Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-AIOps
AIOps学习资料汇总，欢迎一起补全这个仓库，欢迎star
https://github.com/linjinjin123/awesome-AIOps
Last synced: 4 days ago
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Industry Practice
- 腾讯织云Metis智能运维学件平台开源代码
- LinkedIn: exponential smoothing
- 织云Metis时间序列异常检测全方位解析
- 百度智能流量监控实战
- Next Generation of DevOps AIOps in Practice @Baidu
- 搭建大规模高性能的时间序列大数据平台
- Netflix: Robust PCA
- Uber: multivariate non-linear model
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- 阿里开源4000台服务器真实数据集
- 异常检测：百度是这样做的
- Yahoo大规模时列数据异常检测技术及其高性能可伸缩架构
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- 阿里全链路监控方案
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- 腾讯运维的AI实践
- AI 时代下腾讯的海量业务智能监控实践
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
- Netflix: Robust PCA
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Tools and Algorithms
- Anomaly Detection with Twitter in R
- 百度开源时间序列打标工具：Curve
- Anomaly Detection Examples
- facebook/prophet, Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
- google/CausalImpact, An R package for causal inference in time series
- 时间序列特征提取库tsfresh
- Yahoo EGADS : A Java package to automatically detect anomalies in large scale time-series data
- Awesome Time Series Analysis and Data Mining
- Tools to Monitor and Visualize Microservices Architecture
- python-fp-growth，挖掘频繁项集
- Microsoft开源时间序列打标工具: TagAnomaly
- 时间序列分析之ARIMA
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Paper
- Survey on Models and Techniques for Root-Cause Analysis
- Survey on Models and Techniques for Root-Cause Analysis
- HotSpot: Anomaly Localization for Additive KPIs With Multi-Dimensional Attributes
- Opprentice: Towards Practical and Automatic Anomaly Detection Through Machine Learning
- Robust and Rapid Clustering of KPIs for Large-Scale Anomaly Detection
- KPI-TSAD: A Time-Series Anomaly Detector for KPI Monitoring in Cloud Applications
- Generic and Robust Localization of Multi-Dimensional Root Causes
- Papers from Tsinghua NetMan Lab
- Anomaly Detection Based on Mining Six Local Data Features and BP Neural Network
- 基于机器学习的智能运维
- 清华AIOps新作:蒙特卡洛树搜索定位多维指标异常
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Dataset
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White Paper
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Course and Slides
- Tsinghua-Peidan - AIOps course in Tsinghua.
- 基于机器学习的智能运维
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Article
Programming Languages
Categories
Sub Categories
Keywords
time-series
5
anomaly-detection
5
python
2
r
2
rnn
1
nettack
1
lstm
1
interpretability
1
graph-convolutional-networks
1
generative-adversarial-network
1
gan
1
explaination
1
ensemble-learning
1
concept-drift
1
autoencoder
1
anogan
1
adversarial-attacks
1
active-learning
1
series-data
1
monitoring-tool
1
labeling
1
anomalydetection
1
uweb
1
typescript
1
metis
1
learnware
1
javascript
1
aiops
1
tagging-tool
1
shiny
1
labeling-tool
1
unstructured-logs
1
logs
1
log-parsing
1
log-intelligence
1
log-analysis
1
datasets
1
dataset
1
tsdm
1
time-series-data-mining
1
time-series-analysis-tool
1
time-series-analysis
1
data-mining
1
awesome-list
1
java
1
big-data
1
anomaly-detection-models
1
feature-extraction
1
data-science
1
forecasting
1