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Testing Stochastic AI Models with Hypothesis
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- 1 Intro
- 2 About me
- 3 Table of Content
- 4 Example-based testing- example
- 5 Example-based testing - issues
- 6 Example-based testing - merge_sort
- 7 Property: Commutativity
- 8 Property: Invariant functions
- 9 Property: The test oracle
- 10 Property-based testing
- 11 What are the properties in the example?
- 12 Metamorphic Testing
- 13 Metamorphic Relations
- 14 Hypothesis Library
- 15 Hypothesis basic strategies
- 16 merge_sort test
- 17 Define you own strategy
- 18 Transforming data functions
- 19 Debug hypothesis strategies
- 20 Repeatable random testing
- 21 Shrinking
- 22 Additional Components
- 23 Rotate the image