4 papers
TIMEGATE: Sustainable Time-Boxed Promotion Gates for Continual ML Adaptation Under Resource Constraints
Abhijit Chakraborty, Suddhasvatta Das, Yash Shah +2
As machine learning(ML) systems evolve to continual adaptation, each re-training cycle uses compute, annotation, and energy. We introduce TIMEGATE, a policy layer managing adaptati…
Formalizing Regression Testing for Agile and Continuous Integration Environments
Suddhasvatta Das, Kevin Gary
Software developed using modern agile practices delivers a stream of software versions that require continuous regression testing rather than testing once close to the delivery or…
Communication in Agile Software Development -- A Mapping Study
Suddhasvatta Das, Kevin Gary
Software industry is a fast-moving industry and to keep up with this pace the development process also needs to be fast and efficient and Agile software development (ASD) is the an…
Machine Learning Operations: A Mapping Study
Abhijit Chakraborty, Suddhasvatta Das, Kevin Gary
Machine learning and AI have been recently embraced by many companies. Machine Learning Operations, (MLOps), refers to the use of continuous software engineering processes, such as…