AutoAblation: Automated Parallel Ablation Studies for Deep Learning S Sheikholeslami, M Meister, T Wang, AH Payberah, V Vlassov, ... Proceedings of the 1st Workshop on Machine Learning and Systems, 55-61, 2021 | 49 | 2021 |
Ablation Programming for Machine Learning S Sheikholeslami KTH Royal Institute of Technology, 2019 | 32 | 2019 |
ExtremeEarth Meets Satellite Data from Space DH Hagos, T Kakantousis, V Vlassov, S Sheikholeslami, T Wang, ... IEEE Journal of Selected Topics in Applied Earth Observations and Remote …, 2021 | 17 | 2021 |
Siamese neural networks for detecting complementary products M Angelovska, S Sheikholeslami, B Dunn, AH Payberah Proceedings of the 16th conference of the European chapter of the …, 2021 | 17 | 2021 |
Maggy: Scalable Asynchronous Parallel Hyperparameter Search M Meister, S Sheikholeslami, AH Payberah, V Vlassov, J Dowling Proceedings of the 1st Workshop on Distributed Machine Learning, 28-33, 2020 | 14 | 2020 |
Artificial Intelligence and Big Data Technologies for Copernicus Data: The ExtremeEarth Project M Koubarakis, G Stamoulis, D Bilidas, T Ioannidis, G Mandilaras, ... Proceedings of the 2021 Conference on Big Data from Space (BiDS'21), 9-12, 2021 | 7 | 2021 |
Towards Distribution Transparency for Supervised ML With Oblivious Training Functions M Meister, S Sheikholeslami, R Andersson, AA Ormenisan, J Dowling Workshop on MLOps Systems, 2020 | 6 | 2020 |
The ExtremeEarth Software Architecture for Copernicus Earth Observation Data DH Hagos, T Kakantousis, V Vlassov, S Sheikholeslami, T Wang, ... Proceedings of the 2021 Conference on Big Data from Space (BiDS'21), 181-185, 2021 | 4 | 2021 |
The Impact of Importance-Aware Dataset Partitioning on Data-Parallel Training of Deep Neural Networks S Sheikholeslami, AH Payberah, T Wang, J Dowling, V Vlassov 🏆 IFIP International Conference on Distributed Applications and …, 2023 | 3 | 2023 |
Scalable Artificial Intelligence for Earth Observation Data Using Hopsworks DH Hagos, T Kakantousis, S Sheikholeslami, T Wang, V Vlassov, ... Remote Sensing 14 (8), 1889, 2022 | 1 | 2022 |
Deep Neural Network Weight Initialization from Hyperparameter Tuning Trials S Sheikholeslami, T Wang, AH Payberah, J Dowling, V Vlassov The International Conference on Neural Information Processing (ICONIP), 2024 | | 2024 |
Cloud-native RStudio on Kubernetes for Hopsworks G Chikafa, S Sheikholeslami, S Niazi, J Dowling, V Vlassov Advances in Parallel & Distributed Processing, and Applications, 2022 | | 2022 |
A Parallel Chain Mail Approach for Scalable Spatial Data Interpolation A Asratyan, S Sheikholeslami, V Vlassov 2021 IEEE International Conference on Big Data (Big Data), 306-314, 2021 | | 2021 |