PYEVOLVE: Automating Frequent Code Changes in Python ML Systems

Because of the naturalness of software and the rapid evolution of Machine Learning (ML) techniques, frequently repeated code change patterns (CPATs) occur often. They range from simple API migrations to changes involving several complex control structures such as for loops. While manually performing...

Full description

Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 995 - 1007
Main Authors:	Dilhara, Malinda, Dig, Danny, Ketkar, Ameya
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.05.2023
Subjects:	Codes Engines Machine learning Organ transplantation Program synthesis Program transformation Programming by example Python Repetitive code changes Software Software engineering Transformation by Example Transforms
ISSN:	1558-1225
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!