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FedLess: Secure and Scalable Federated Learning Using Serverless Computing
[article]
2021
arXiv
pre-print
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These containers are commonly referred to as function instances [22] , [23] 1 https://github.com/andreas-grafberger/fedless and contain the function's language-specific runtime environment. ...
arXiv:2111.03396v1
fatcat:qqyzhmm7r5bzflmbp5w5kjrifm
Automating large-scale data quality verification
2018
Proceedings of the VLDB Endowment
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Modern companies and institutions rely on data to guide every single business process and decision. Missing or incorrect information seriously compromises any decision process downstream. Therefore, a crucial, but tedious task for everyone involved in data processing is to verify the quality of their data. We present a system for automating the verification of data quality at scale, which meets the requirements of production use cases. Our system provides a declarative API, which combines
doi:10.14778/3229863.3229867
fatcat:l4ryhzammzfljkn4pt4ptaslta
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... quality constraints with userdefined validation code, and thereby enables 'unit tests' for data. We efficiently execute the resulting constraint validation workload by translating it to aggregation queries on Apache Spark. Our platform supports the incremental validation of data quality on growing datasets, and leverages machine learning, e.g., for enhancing constraint suggestions, for estimating the 'predictability' of a column, and for detecting anomalies in historic data quality time series. We discuss our design decisions, describe the resulting system architecture, and present an experimental evaluation on various datasets.
Städtische Volkshochschule Bamberg: Programm 1. Semester 1996/1997, S. 236
1996
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A copy of this work was available on the public web and has been preserved in the Wayback Machine. The capture dates from 2022; you can also visit the original URL.
The file type is application/pdf.
Und zunehmend das wird, was sich ihr langjähriger Leiter, Altbürgerm eister Rudolf Grafberger, vorgestellt hat: "Forum des Dialogs und W erkstatt für die Zukunft unserer Stadt." ...
Lezione 11-15 Graf-Stauffenberg-Schule, Raum 001 Anfänger -buongiorno Leitung: Konstantin Freisinger 7303 Beg.: Di,08.10.96, 08.30-10.00 Uhr, 15 x Altes E-Werk, Raum 117 Anfänger -buongiorno Leitung: Andrea ...
doi:10.12764/17652_p236
fatcat:6w65n7cisvclhbqq5gcre6nycu