Výsledky vyhledávání - "Ingkarat Rak-amnouykit"

The raise of machine learning hyperparameter constraints in Python code

Autor: Ingkarat Rak-amnouykit, Ana Milanova, Guillaume Baudart, Martin Hirzel, Julian Dolby

Publikováno v: International Symposium on Software Testing and Analysis
ISSTA 2022-31st ACM SIGSOFT International Symposium on Software Testing and Analysis
ISSTA 2022-31st ACM SIGSOFT International Symposium on Software Testing and Analysis, Jul 2022, Virtual, South Korea. ⟨10.1145/3533767.3534400⟩

International audience; Machine-learning operators often have correctness constraints that cut across multiple hyperparameters and/or data. Violating these constraints causes the operator to raise runtime exceptions, but those are usually documented

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2d02305cde5f23b00e21b96dbd110338
https://hal.science/hal-03891774/document

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Python 3 types in the wild: a tale of two type systems

Autor: Ingkarat Rak-amnouykit, Daniel McCrevan, Ana Milanova, Julian Dolby, Martin Hirzel

Publikováno v: DLS

Python 3 is a highly dynamic language, but it has introduced a syntax for expressing types with PEP484. This paper explores how developers use these type annotations, the type system semantics provided by type checking and inference tools, and the pe

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::cc989ab2130c43ca7f745cfc580f7415
https://doi.org/10.1145/3426422.3426981

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