awesome-AIOps
A curated list of awesome academic researches and industrial materials about Artificial Intelligence for IT Operations (AIOps).
https://github.com/OpsPAI/awesome-AIOps
Last synced: 3 days ago
JSON representation
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Datasets
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Others
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Industrial Materials
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Benchmarks
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Tools
- Outlier Detection
- Anomaly Detection
- Anomaly Detection
- Fault Injection
- Fault Injection
- Container Monitoring
- Anomaly Detection Labeling Tool
- Serverless App Dev. Framework
- Online Machine Learning
- Log Analytics
- AI for Cloud Operation
- Online Machine Learning
- Performance Monitoring
- Performance Testing Tool
- Alibaba Java Diagnostic Tool
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Competitions
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White Papers
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Blogs & Tutorials & Magazines
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Companies
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Researchers
- Michael R. Lyu - us/research/people/dongmeiz/), Microsoft | [Pengfei Chen](http://sdcs.sysu.edu.cn/content/3747), SYSU | [Dan Pei](https://netman.aiops.org/~peidan/), Tsinghua |
- Xin Peng
- Ryan Huang
- Odej Kao
- Hongyu Zhang
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Academic Materials
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Papers
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Survey & Empirical Study
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Benchmarks
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(Large) Language Models for IT Operations
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Knowledge Graph for AIOps
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Microservices and Serverless
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Dependency and Tracing
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Anomaly/Failure Detection
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Root Cause Analysis
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Incident and Alarm Management
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Node, Disk, and Storage
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VM Analysis and Management
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Deployment
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Sub Categories
Tools
15
(Large) Language Models for IT Operations
11
Blogs & Tutorials & Magazines
9
Survey & Empirical Study
8
Node, Disk, and Storage
7
Incident and Alarm Management
6
Companies
6
Benchmarks
5
Deployment
5
Dependency and Tracing
3
Anomaly/Failure Detection
3
Workshops
3
Knowledge Graph for AIOps
3
White Papers
3
Competitions
3
Courses
2
Microservices and Serverless
2
VM Analysis and Management
2
Talks
1
Root Cause Analysis
1
Keywords
anomaly-detection
4
kubernetes
3
fraud-detection
2
fault-injection
2
machine-learning
2
site-reliability-engineering
2
chaos-testing
2
anomaly
2
chaos-engineering
2
outlier-detection
2
outliers
2
python
2
time-series
2
unsupervised-learning
2
out-of-distribution-detection
1
novelty-detection
1
outlier-ensembles
1
neural-networks
1
python3
1
deep-learning
1
data-science
1
data-mining
1
data-analysis
1
autoencoder
1
terraform
1
skaffold
1
samples
1
sample-application
1
kustomize
1
istio
1
grpc
1
google-cloud
1
gke
1
gcp
1
serverless-applications
1
serverless-application-model
1
serverless
1
sam-specification
1
sam
1
lambda
1
aws-sam
1
aws
1
tagging-tool
1
shiny
1
r
1
labeling-tool
1
microservice
1
fault
1
alibaba
1
operator
1