Researcher profile
Giovanni Quattrocchi
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Federated Machine Learning as a Self-Adaptive Problem
2021
Machine Learning (ML) enables the creation of a new generation of applications that “learn” from collected data, transferred and analyzed on centralized servers. Moving data may imply a significant overhead and may also undermine users' …
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Engineering MLOps Pipelines With Data Quality: A Case Study on Tabular Datasets in Kaggle
2025 · Journal of Software Evolution and Process
ABSTRACT Ensuring high‐quality data is crucial for the successful deployment of machine learning models, thereby sustaining the operational pipelines around such models. However, a significant number of practitioners do not currently use data quality checks …