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Test AI Like a Pro: 7 Unexpected Pitfalls (And How to Avoid Them)

Testing artificial intelligence (AI) applications is not the same as testing regular software. AI’s complexity, its unpredictable nature and dependency on vast troves of data present unique challenges that can confound even well-seasoned testers. As AI penetrates more industries, from healthcare diagnosis to driverless cars,  it’s essential that it’s reliable, fair and performs as expected. But frequently, there…

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Testing AI

Testing AI Isn’t Testing Code, Here’s What You’re Missing

Testing artificial intelligence (AI) systems is a beast of its own when it comes to testing regular code. Where traditional software testing centers around predictable inputs, outputs, and deterministic logic, AI, especially machine learning (ML) models, lives in a probabilistic, data-driven environment.  This change brings in complexities that leave even experienced testers surprised. But with AI powering sensitive applications…

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