Home - HeinrichHartmann/Statistics-for-Engineers GitHub Wiki
Statistics for Engineers is very much an evolving topic. This is for once, since we have not yet figured out what the most suitable material for such a topic is, and also because IT operations is a fast moving field where new data sources and analysis methods are being added on.
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This wiki is aimed at gathering relevant information sources, material and datasets for SRE education.
Foundations
- Probability Theory
- Plotting
Applications
Capacity Planning
- The universal scalability law
Service Level Monitoring
- Quantile Analysis
Fault Detection
- How to set good thresholds?
- Anomaly Detection
Performance Monitoring and Debugging
- A/B testing with t-test and Kolmogorov Smirnov
Tools
- Command Line utilities
- Python / R
- Monitoring Products