Pipeline combinators for gradual automl
Automated machine learning (AutoML) can make data scientists more productive. But if
machine learning is totally automated, that leaves no room for data scientists to apply their …
machine learning is totally automated, that leaves no room for data scientists to apply their …
Extracting enhanced artificial intelligence model metadata from software repositories
While artificial intelligence (AI) models have improved at understanding large-scale data,
understanding AI models themselves at any scale is difficult. For example, even two models …
understanding AI models themselves at any scale is difficult. For example, even two models …
Complex Python features in the wild
Y Yang, A Milanova, M Hirzel - … of the 19th International Conference on …, 2022 - dl.acm.org
While Python is increasingly popular, program analysis tooling for Python is lagging. This is
due, in part, to complex features of the Python language---features with difficult to …
due, in part, to complex features of the Python language---features with difficult to …
The raise of machine learning hyperparameter constraints in Python code
I Rak-Amnouykit, A Milanova, G Baudart… - Proceedings of the 31st …, 2022 - dl.acm.org
Machine-learning operators often have correctness constraints that cut across multiple
hyperparameters and/or data. Violating these constraints causes the operator to raise …
hyperparameters and/or data. Violating these constraints causes the operator to raise …
Principled and practical static analysis for Python: Weakest precondition inference of hyperparameter constraints
I Rak‐amnouykit, A Milanova, G Baudart… - Software: Practice …, 2024 - Wiley Online Library
Application programming interfaces often have correctness constraints that cut across
multiple arguments. Violating these constraints causes the underlying code to raise runtime …
multiple arguments. Violating these constraints causes the underlying code to raise runtime …
HyperPIE: Hyperparameter Information Extraction from Scientific Publications
Automatic extraction of information from publications is key to making scientific knowledge
machine-readable at a large scale. The extracted information can, for example, facilitate …
machine-readable at a large scale. The extracted information can, for example, facilitate …