Research output per year
Research output per year
Personal profile
Keywords
- Data Loading
- Data Selection
- Data Attribution
- ML Benchmarking
- Deep Learning
- Resource-aware Machine Learning
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Dive into the research topics where Titus Theodorus (Ties) Robroek is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Modyn: Data-Centric Machine Learning Pipeline Orchestration
Böther, M., Robroek, T. T., Gsteiger, V., Holzinger, R., Ma, X., Tözün, P. & Klimovic, A., 1 Feb 2025, In: Proc. ACM Manag. Data. 3, 1Research output: Journal Article or Conference Article in Journal › Journal article › Research › peer-review
Open Access -
An Analysis of Collocation on GPUs for Deep Learning Training
Robroek, T. T., Yousefzadeh-Asl-Miandoab, E. & Tözün, P., 2024, Proceedings of the 4th Workshop on Machine Learning and Systems, EuroMLSys 2024, Athens, Greece, 22 April 2024. Association for Computing Machinery, p. 81-90 10 p.Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
Open Access -
Resourceful Learning: Training More Models with Fewer Resources
Robroek, T. T., 2024, IT-Universitetet i København. 127 p.Research output: Theses › PhD thesis
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Data Management and Visualization for Benchmarking Deep Learning Training Systems
Robroek, T. T., Duane, A., Yousefzadeh-Asl-Miandoab, E. & Tözün, P., 2023, Proceedings of the Seventh Workshop on Data Management for End-to-End Machine Learning, DEEM 2023, Seattle, WA, USA, 18 June 2023. Association for Computing Machinery, p. 1:1-1:5 5 p.Research output: Conference Article in Proceeding or Book/Report chapter › Article in proceedings › Research › peer-review
Open Access -
Profiling and Monitoring Deep Learning Training Tasks
Yousefzadeh-Asl-Miandoab, E., Robroek, T. T. & Tözün, P., 2023, In: EuroMLSys '23. p. 18–25Research output: Journal Article or Conference Article in Journal › Conference article › Research › peer-review
Open Access
Projects
- 1 Finished
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RAD: Resource-Aware Data Science
Tözün, P. (PI), Yousefzadeh-Asl-Miandoab, E. (CoI) & Robroek, T. T. (CoI)
Independent Research Fund Denmark
01/04/2021 → 31/03/2025
Project: Research