AIOps學習資料彙總
阿新 • • 發佈:2018-12-05
White Paper
Course and Slides
- Tsinghua-Peidan - AIOps course in Tsinghua.
- 基於機器學習的智慧運維
Industry Practice
- 搭建大規模高效能的時間序列大資料平臺
- Yahoo大規模時列資料異常檢測技術及其高效能可伸縮架構
- Netflix: Robust PCA
- LinkedIn: exponential smoothing
- Uber: multivariate non-linear model
Article
- 智慧運維|AIOps中的四大金剛都是誰?
- A Comparison of Mapping Approaches for Distributed Cloud Applications
- AIOps探索:基於VAE模型的週期性KPI異常檢測方法
Tools and Algorithms
- Tools to Monitor and Visualize Microservices Architecture
- python-fp-growth,挖掘頻繁項集
- Anomaly Detection with Twitter in R
- 百度開源時間序列打標工具:Curve
- Microsoft開源時間序列打標工具: TagAnomaly
- 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
- 時間序列分析之ARIMA
- 時間序列特徵提取庫tsfresh
- Awesome Time Series Analysis and Data Mining
Paper
- Survey on Models and Techniques for Root-Cause Analysis
- 基於機器學習的智慧運維
- HotSpot: Anomaly Localization for Additive KPIs With Multi-Dimensional Attributes
- Chinese:清華AIOps新作:蒙特卡洛樹搜尋定位多維指標異常
- Opprentice: Towards Practical and Automatic Anomaly Detection Through Machine Learning
- Robust and Rapid Clustering of KPIs for Large-Scale Anomaly Detection
Dataset
- Alibaba/clusterdata
- Azure/AzurePublicDataset
- Google/cluster-data
- The Numenta Anomaly Benchmark(NAB)
- Yahoo: A Labeled Anomaly Detection Dataset
- 港中文loghub資料集
Useful WeChat Official Accounts
- 騰訊織雲(騰訊的)
- 智慧運維前沿(清華裴丹團隊的)
- AIOps智慧運維(百度的)
- 華為產品可服務能力(華為的)
- 知乎專欄:智慧運維(AIOps)
特別申明:該文章轉自於 github ,感謝linjinjin123的彙總