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Heinrich Hartmann edited this page Jul 11, 2020 · 3 revisions

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