cummaudo-improvingthe-2021.pdf (22.93 MB)
Improving the Reliability of Cloud-Based Pre-Trained Machine Learning Models
Version 2 2022-10-17, 22:56
Version 1 2021-06-24, 10:17
thesisposted on 2022-10-17, 22:56 authored by Alex CummaudoAlex Cummaudo
This thesis identified non-trivial implications to software quality resulting from evolving pre-trained machine learning models served through cloud computing platforms. The study's technological solutions help resolve challenges faced by developers dependent on such 'plug-and-play' technology, both through a novel software architecture that enhances integration robustness and improved service documentation techniques.