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Kaan Kara
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ZipML: Training linear models with end-to-end low precision, and a little bit of deep learning
H Zhang, J Li, K Kara, D Alistarh, J Liu, C Zhang
International Conference on Machine Learning, 4035-4043, 2017
242*2017
Centaur: A framework for hybrid CPU-FPGA databases
M Owaida, D Sidler, K Kara, G Alonso
2017 IEEE 25th Annual International Symposium on Field-Programmable Custom …, 2017
1002017
FPGA-accelerated dense linear machine learning: A precision-convergence trade-off
K Kara, D Alistarh, G Alonso, O Mutlu, C Zhang
2017 IEEE 25th Annual International Symposium on Field-Programmable Custom …, 2017
882017
doppiodb: A hardware accelerated database
D Sidler, Z István, M Owaida, K Kara, G Alonso
Proceedings of the 2017 ACM International Conference on Management of Data …, 2017
822017
FPGA-based Data Partitioning
K Kara, J Giceva, G Alonso
Proceedings of the 2017 ACM International Conference on Management of Data …, 2017
782017
ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation
K Kara, K Eguro, C Zhang, G Alonso
Proceedings of the VLDB Endowment 12 (4), 2018
562018
High bandwidth memory on FPGAs: A data analytics perspective
K Kara, C Hagleitner, D Diamantopoulos, D Syrivelis, G Alonso
2020 30th International Conference on Field-Programmable Logic and …, 2020
432020
Fast and robust hashing for database operators
K Kara, G Alonso
2016 26th International Conference on Field Programmable Logic and …, 2016
402016
Accelerating generalized linear models with MLWeaving: A one-size-fits-all system for any-precision learning
Z Wang, K Kara, H Zhang, G Alonso, O Mutlu, C Zhang
Proceedings of the VLDB Endowment 12 (7), 807-821, 2019
332019
Tackling Hardware/Software co-design from a database perspective
G Alonso, T Roscoe, D Cock, M Ewaida, K Kara, D Korolija, D Sidler, ...
10th Annual Conference on Innovative Data Systems Research (CIDR 2020 …, 2020
282020
Hyperloglog sketch acceleration on fpga
A Kulkarni, M Chiosa, TB Preußer, K Kara, D Sidler, G Alonso
2020 30th International Conference on Field-Programmable Logic and …, 2020
222020
doppioDB 1.0: Machine Learning inside a Relational Engine.
G Alonso, Z Istvan, K Kara, M Owaida, D Sidler
IEEE Data Eng. Bull. 42 (2), 19-31, 2019
172019
Compressive sensing using iterative hard thresholding with low precision data representation: Theory and applications
NM Gürel, K Kara, A Stojanov, T Smith, T Lemmin, D Alistarh, M Püschel, ...
IEEE Transactions on Signal Processing 68, 4268-4282, 2020
14*2020
doppioDB 2.0: hardware techniques for improved integration of machine learning into databases
K Kara, Z Wang, C Zhang, G Alonso
Proceedings of the VLDB Endowment 12 (12), 1818-1821, 2019
122019
Exploiting HBM on FPGAs for data processing
R Shi, K Kara, C Hagleitner, D Diamantopoulos, D Syrivelis, G Alonso
ACM Transactions on Reconfigurable Technology and Systems 15 (4), 1-27, 2022
112022
In-database machine learning with corgipile: Stochastic gradient descent without full data shuffle
L Xu, S Qiu, B Yuan, J Jiang, C Renggli, S Gan, K Kara, G Li, J Liu, W Wu, ...
Proceedings of the 2022 International Conference on Management of Data, 1286 …, 2022
102022
Speeding up percolator
JT Halloran, H Zhang, K Kara, C Renggli, M The, C Zhang, DM Rocke, ...
Journal of proteome research 18 (9), 3353-3359, 2019
92019
Layerwise systematic scan: Deep Boltzmann machines and beyond
H Guo, K Kara, C Zhang
International Conference on Artificial Intelligence and Statistics, 178-187, 2018
82018
FPGA-accelerated analytics: From single nodes to clusters
Z István, K Kara, D Sidler
Foundations and Trends® in Databases 9 (2), 101-208, 2020
72020
PipeArch: Generic and context-switch capable data processing on fpgas
K Kara, G Alonso
ACM Transactions on Reconfigurable Technology and Systems (TRETS) 14 (1), 1-28, 2020
32020
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