What is unit testing in AI?
Unit testing in AI involves testing individual components of AI models to ensure they function correctly.
Why is unit testing important for AI models?
It's crucial for identifying bugs early, improving model reliability, and ensuring that changes don't break existing functionality.
Can you give me an example of unit testing in a machine learning model?
Sure! For instance, you can test a data preprocessing function to ensure it handles missing values correctly.
What tools can I use for unit testing in AI?
Popular tools include PyTest, unittest in Python, and specialized libraries like TensorFlow's tf.test.
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