CPU, GPU, FPGA, Accelerator
By Ehsan Yousefzadeh-Asl-Miandoab at Large Scale Data Analysis course (April 2024)
VideoResource-Efficient Training via Task Collocation on GPUs
By Ehsan Yousefzadeh-Asl-Miandoab at D3A conference (February 2024)
Different Scales of Resource-Aware Deep Learning and How to Tackle Them
By Pınar Tözün at various places during her sabbatical in Fall 2023.
December 12, 2023: Systems Group, ETH Zürich, Switzerland
December 8, 2023: DIAS Lab, EPFL, Switzerland
December 4, 2023: eXascale Infolab, University of Fribourg, Switzerland
November 28, 2023: Databricks, Amsterdam, The Netherlands
November 28, 2023: INDE Lab, University of Amsterdam, The Netherlands
November 27, 2023: Database Architectures Group, CWI, Amsterdam, The Netherlands
October 27, 2023: Systems Group, TU Darmstadt, Germany
October 10, 2023: Chair for Database Systems, TU Munich, Germany
October 5, 2023: Snowflake, Berlin, Germany
September 25, 2023: DIMA, TU Berlin, Germany
September 19, 2023: HPI Data & AI Cluster Retreat, Germany
September 12, 2023: BIFOLD Summer School 2023 on Artificial Intelligence and Ecological Sustainability, Berlin, Germany
Hardware Parallelism and Transaction Processing Systems
By Pınar Tözün at HPI Lecture Series on Database Research (October 2023) and VLDB Summer School (July 2023)
Data Management and Visualization for Benchmarking Deep Learning Training Systems
By Ties Robroek at 7th DEEM (@SIGMOD) (Best Presentation Award) (June 2023)
Profiling and Monitoring Deep Learning Training Tasks
By Ehsan Yousefzadeh-Asl-Miandoab at 3rd EuroMLSys (May 2023)
TPCx-AI on NVIDIA Jetsons
By Robert Bayer at TPCTC (September 2022)
Micro-Architectural Analysis of a Learned Index
By Pınar Tözün at aiDM (June 2022)
Peaceful Co-habitation on GPUs for Deep Learning
By Pınar Tözün at Microsoft GSL Talk Series 2022 (May 2022)
Sustainable Use of Hardware
By Pınar Tözün at ITU Climate IT Video Series (May 2022)
Toward Hardware-Conscious Data Science
By Pınar Tözün at FGDB (March 2022), WiDS Copenhagen (April 2022), ITU Workshop on Frontiers of NLP Research (May 2022)
Processors
By Ehsan Yousefzadeh-Asl-Miandoab at Large Scale Data Analysis course (April 2022)