Intelligent Analytics for Massive Data

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1. Behrouz Derakhshan; Alireza Rezaei Mahdiraji; Zoi Kaoudi; Tilmann Rabl; Volker Markl

   Materialization and Reuse Optimizations for Production Data Science Pipelines

   In: SIGMOD '22: Proceedings of the 2022 International Conference on Management of Data. ACM SIGMOD International Conference on Management of Data (SIGMOD), June 12-17, Philadelphia, USA, The ACM Special Interest Group on Management of Data, 2022.

2. Sebastian Baunsgaard; Matthias Boehm; Ankit Chaudhary; Behrouz Derakhshan; Stefan Geißelsöder; Philipp M. Grulich; Michael Hildebrand; Kevin Innerebner; Volker Markl; Claus Neubauer; Sarah Osterburg; Olga Ovcharenko; Sergey Redyuk; Tobias Rieger; Alireza Rezaei Mahdiraji; Sebastian Benjamin Wrede; Steffen Zeuch

   ExDRa: Exploratory Data Science on Federated Raw Data.

   In: SIGMOD/PODS '21: Proceedings of the 2021 International Conference on Management of Data. ACM SIGMOD International Conference on Management of Data (SIGMOD-2021), Pages 2450-2463, ISBN 978-145038343-1, ACM, New York, NY, 2021.

3. Ioannis Prapas; Behrouz Derakhshan; Alireza Rezaei Mahdiraji; Volker Markl

   Continuous Training and Deployment of Deep Learning Models

   In: Datenbank-Spektrum (Spektrum), Vol. 21, No. 3, Pages 203-212, Springer, 2021.

4. Behrouz Derakhshan; Alireza Rezaei Mahdiraji; Ziawasch Abedjan; Tilmann Rabl; Volker Markl

   Optimizing Machine Learning Workloads in Collaborative Environments

   In: Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data. ACM SIGMOD International Conference on Management of Data (SIGMOD), New York, NY, USA, SIGMOD ’20, ISBN 9781450367356, Association for Computing Machinery, 2020.

5. Behrouz Derakhshan; Alireza Rezaei Mahdiraji; Tilmann Rabl; Volker Markl

   Continuous Deployment of Machine Learning Pipelines

   In: International Conference on Extending Database Technology. International Conference on Extending Database Technology (EDBT-2019), March 25-29, Lisbon, Portugal, ISBN 978-3-89318-081-3, OpenProceedings, 2019.

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