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automated_tests-mlops's Introduction

Typo test

Check how robust a sentiment classifier is to random typos in our dataset.

Example

Given sentence A:

I just love the new Honda I bought from Crystal.

we can introduce a random typo to get sentence A':

I jpst love the new Honda I bought from Crystal.

Now we test whether our sentiment classifer S gives the same answer for S(A) and S(A'). If S(A) == S(A'), that's good! We can do this over hundreds or thousands of example sentences and estimate what percent of examples S(A) == S(A').

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