Vlad Stirbu

Full-Stack Quantum Software in Practice: Ecosystem, Stakeholders and Challenges

2023 · arXiv (Cornell University)

The emergence of quantum computing has introduced a revolutionary paradigm capable of transforming numerous scientific and industrial sectors. Nevertheless, realizing the practical utilization of quantum software in real-world applications presents significant challenges. Factors such as …

Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines

2024 · IEEE Software

We describe machine learning (ML) lineage as a framework to holistically capture and connect the required information about ML model development and operations. ML lineage distinguishes between model and prediction levels, conceptually encompassing separate yet …