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Machine Learning APIs

src: (Chen et al., 2021)chen2021did, OR

Machine Learning APIs are weird. Usually we deal with APIs because they are well-defined and predictable (and oftentimes deterministic, i.e. a pure function). Ignoring the actual API scaffolding here (the request/response schema), which I assume would follow API convention, the key output of the API, the predictions from the ML model, are incredibly


  1. Chen, L. et al., 2021. Did the Model Change? Efficiently Assessing Machine Learning API Shifts,
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Last updated on 3/1/2022