Dr Mehmet Suzen MInstP

• cascading Periodic Spectral Ergodicity (cPSE):
  A complexity measure for connectionist machine learning
  Manuscript arXiv:1911.07831
  Available in Bristol Package v0.2.6 as a single function.
  Development stage Python notebook on nbview
  Featured as Applying Occam’s razor to Deep Learning
  
  
• Generalised learning in time-series: reconstructive cross-validation (rCV)
  Manuscript arXiv:1910.09394
  Python notebook on nbview : Prototype implementation with Ornstein-Uhlenbeck processes
  Presentation February 2020
  
  
• Compressive transition path sampling: How to simulate rare event for longer time scales?
  Manuscript: arXiv:1804.09781
  
  
• Spectral ergodicity could explain deep learning.
  Manuscript: arXiv:1704.08303
  Software:
  • Python Package Bristol Parallel Random Matrix Tools
  Talks :
  • Spectral ergodicity for explainable deep learning:A simulation approach
  • Spectral Ergodicity in Deep Learning Architectures
  
  
• Effective ergodicity in single-spin-flip dynamics
  Phys. Rev. E 90, 032141 (2014) DOI: 10.1103/PhysRevE.90.032141
  Mehmet Suezen
  

Thesis

• Induced Charge Computation, Ph.D. Dissertation, FIAS, Goethe University, Frankfurt/Main
  Academic descendant of Carl Friedrich Gauss: math genealogy
• Chaotic behaviour of geodesics, MSc Thesis in Theoretical Physics, Cyprus

Selected Blog Posts

• A practical understanding of ergodicity (January 2020)
• Bringing back the Occam's razor to modern connectionist machine learning. (December 2019)
• On modern data scientist: A blind empiricist is not a data scientist (September 2019)
• Research as a core driver in AI and Data Science (January 2019)
• Understanding overfitting: an inaccurate meme in supervised learning (August 2017)
• Pitfalls in pseudo-random number sampling at scale with Apache Spark (July 2017)
• Practical Kullback-Leibler (KL) Divergence: Discrete Case (January 2017)
• Economy and dynamic modelling: Haavelmo's approach (July 2016)
• S-shaped data: Smoothing with quasibinomial distribution (January 2016)
• Testing emergent gravity: Gravitational Lensing to atom interferometer (January 2017)
• Understanding the empirical law of large numbers and the gambler's fallacy (August 2016)
• Is ergodicity a reasonable hypothesis? Understanding Boltzmann's ergodic hypothesis (May 2014)
• N-body wave function has no meaning but shut up and calculate: quantum bayesianism (June 2013)

Supervisions and mentoring service to community

• Mentor Data Scientists and engineers: Machine learning and data mining projects.
  Warwick/London/Cologne: 2015-16, 2018-2019, 2020
• Mentor postdoc colleagues on compressed sensing algorithms.
  Barcelona (ICFO), 2009-2010.
• Onboard and provide initial guidance for postdoc colleagues on
  induced charge computation algorithms and
  ensemble equivalence in single molecule stretching.
  Frankfurt am Main (FIAS) 2006-2009.
• Supervise Computer Science undergraduate projects.
  Network anomaly detection.
  Cyprus, 2005.

Music

• Bruce Dickinson was kind enough to play my request on BBC

(c) 2016-2020 by Mehmet Suezen
suzen at acm dot org
All rights reserved
Do not copy or distribute without prior permission.
Live long and prosper in peace