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Testing machine learning systems
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Classroom Contents
SW Testing - Can ML Save Us?
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- 1 Intro
- 2 What is software testing?
- 3 The problems with testing today
- 4 The promise of Machine Learning for testing
- 5 Problem: GUI testing is a mess
- 6 GUI Regression testing
- 7 Test abstractions in GUI-testing
- 8 Example: abstract GUI testing
- 9 GUI-abstraction with Supervised Learning
- 10 The ingredients of a clustering solution
- 11 The bag-of-words model
- 12 Characteristics of Unsupervised Learning
- 13 Unsupervised Learning: Criteria for success
- 14 Testing Candy Crush with Reinforcement Learning
- 15 How to succeed with Reinforcement Leaming
- 16 Related: Fuzzing
- 17 Testing machine learning systems
