clongbupt/awesome-AIOps

AIOps学习资料汇总，欢迎一起补全这个仓库，欢迎star

awesome-AIOps

• Awesome AIOps
  • White Paper
  • Course
  • Dependency Discovery
  • Tools
  • Slides
  • Paper
  • Dataset
  • Useful Github Repo

White Paper

• 《企业级 AIOps 实施建议》白皮书

Course

• Tsinghua-Peidan - AIOps course in Tsinghua.

Dependency Discovery

• A Comparison of Mapping Approaches for Distributed Cloud Applications.

Tools

• Tools to Monitor and Visualize Microservices Architecture
• python-fp-growth，挖掘频繁项集
• Anomaly Detection with Twitter in R
• 百度开源时间序列打标工具：Curve
• Microsoft开源时间序列打标工具: TagAnomaly
• Donut, Donut is an anomaly detection algorithm for seasonal KPIs.
  • Slide
  • Paper

Slides

• 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
• 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
• 搭建大规模高性能的时间序列大数据平台
• 基于机器学习的智能运维

Paper

• Survey on Models and Techniques for Root-Cause Analysis
• 基于机器学习的智能运维
• HotSpot: Anomaly Localization for Additive KPIs With Multi-Dimensional Attributes
  • 中文版：清华AIOps新作:蒙特卡洛树搜索定位多维指标异常

Dataset

• Alibaba/clusterdata
• Azure/AzurePublicDataset
• Google/cluster-data
• The Numenta Anomaly Benchmark(NAB)
• Yahoo: A Labeled Anomaly Detection Dataset

Useful Github Repo

• Anomaly Detection Examples