Yaman Umuroglu

PhD Candidate Department of Computer and Information Science

+47 96960962 +47 96960962

Background and activities

I'm a PhD candidate (started mid-2013) at the Computer Architecture and Design (CARD) group, under the supervision of Magnus Jahre. Between Feb - Jul 2016 I will be on leave from NTNU at Xilinx Research Labs Ireland.

Background

  • PhD (Computer Architecture), NTNU, 2013 - present
  • MSc (European Master in Embedded Computing Systems), NTNU (Norway) and University of Southampton (UK), 2011 - 2013
  • BSc (Computer Engineering), Middle East Technical University (Turkey), 2006 - 2011

Research

My academic interests are heterogeneous architectures, machine learning and energy efficiency via application- or domain-specific accelerators. As part of the EECS (Energy Efficient Computing Systems) strategic research area, my current research focus is exploring how sparse and dense linear algebra maps to reconfigurable logic (FPGAs) with high performance and energy efficiency, in particular:

  • accelerating irregular applications (e.g. sparse matrix multiplication and sparse graph exploration) with customized memory systems and caches
  • accelerating deep learning inference with extreme quantization (e.g. binarized neural networks)

I am also interested in ease-of-programmability for heterogeneous architectures, programming models an abstractions for accelerating algorithms, system software and energy-efficient embedded systems.

A list of my publications can be found below, or in my Google Scholar profile. Additionally, the following papers are in press:

Teaching and Supervision

I am a teaching assistant for the following courses:

I have also supervised or co-supervised the following MSc theses:

Scientific, academic and artistic work

Displaying a selection of activities. See all publications in the database

Journal publications

Part of book/report

Others

  • Umuroglu, Yaman; Jahre, Magnus. (2014) Memory-Centric Design for FPGA SpMV Accelerators. International Summer School on Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems . HiPEAC; Fiuggi. 2014-07-13 - 2014-07-19.