Contact
- Porto, Portugal
- serkan.sulun@inesctec.pt
- github.com/serkansulun
Education
Doctorate
Electrical and Computer Engineering
University of Porto
2019
- Present
Masters
Electrical and Electronics Engineering
Koc University
2016
- 2018
GPA: 3.81
Bachelors
Electronics Engineering
Sabanci University
2009
- 2014
GPA: 3.86
Skills
Deep learning
Pytorch
Tensorflow
Caffe
Generative Networks
Adversarial Learning
Recurrent Neural Networks
Reinforcement learning
Programming
Python
MATLAB
C++
Julia
Signal processing
Audio processing
Image processing
Video processing
Video compression
Computer vision
Music production
Cubase
Protools
Audacity
Music21
MIDI
Miscellaneous
Remote development
Machine learning
Git
LaTeX
Ubuntu
Windows
Languages
-
English | Fluent
-
Turkish | Fluent
-
Portuguese | Beginner
-
German | Beginner
Serkan Sulun
Deep Learning Researcher
Summary
I use deep neural networks on music and video.Experience
Researcher
INESC TEC, Portugal
|
Mar 2019
- Present
Enhancement of complex music signals using deep neural networks
Video-based symbolic music generation
Research assistant
Koc University, Turkey
|
Sep 2016
- Nov 2018
(2 years 2 months)
Video compression and frame prediction using deep neural networks, including generative adversarial networks
Teaching assistant
Koc University, Turkey
|
Sep 2016
- Nov 2018
(2 years 2 months)
Leading laboratory sessions and occasionally lectures on programming with MATLAB
Sound engineer
Telfs Youth Center Studio, Austria
|
Oct 2014
- Aug 2015
(11 months)
Recording and mixing music performed by local youngsters
Intern
Champalimaud Neuroscience Program, Portugal
|
Jul 2013
- Oct 2013
(3 months)
Processing neural signals and videos obtained by rat experiments, designing the controller board. Article acknowledgement: ncbi.nlm.nih.gov/pmc/articles/PMC4721960
Peer instructor
Sabanci University, Turkey
|
Feb 2010
- Jun 2014
(4 years 3 months)
Lecturing in small study groups and occasionally in amphitheaters on freshman chemistry and biology
Publications
On Filter Generalization for Music Bandwidth Extension Using Deep Neural Networks (2020)
IEEE Journal of Selected Topics in Signal Processing
DOI:10.1109/JSTSP.2020.3037485
|
arXiv:2011.07274
Can Learned Frame-Prediction Compete with Block-Motion Compensation for Video Coding? (2020)
Signal, Image and Video Processing
DOI:10.1007/s11760-020-01751-y
|
arXiv:2007.08922
Deep Learned Frame Prediction for Video Compression (2018)
Koc University, Masters Thesis
Thesis:531218
|
arXiv:1811.10946
Awards
-
Doctoral Fellowship | la Caixa Foundation
-
Graduate Fellowship (Masters) | Koc University
-
Ranked 9 out of 204,392 in Turkish Academic Personnel and Graduate Education Exam
-
Excellence Merit Scholarship (Bachelors) | Education Foundation of Turkey
-
Excellence Merit Scholarship (Bachelors) | Sabanci University
-
Employment Scholarship | Sabanci University
-
Bachelors Scholarship | Prime Ministry of Turkey
-
Ranked 297 out of 1,349,782 in Turkish University Entrance Exam
-
Erasmus+ Exchange Grant | European Commission
-
Erasmus+ Internship Grant | European Commission