erixhen sula

Albania

@erixhensula

Machine Learning/Data Science Researcher and Information Theorist

Badges

Problem Solving

Certifications

Work Experience

  • Intern

    Nokia•  June 2018 - September 2018

    Optimal supply power allocation for optical fibers using neural networks – We solve the problem of maximizing capacity under a total supply power constraint in a sub- marine cable (fiber). By using multi-layer neural networks trained with extensive measurement data, we experimentally maximize fiber capacity for the transmit signal’s spectral power distribution based on a gradient-descent algorithm.

  • Intern

    ABB•  February 2015 - July 2015

    Powerline communication on long-distance high-voltage lines – Developed Synchronization and channel equalization for OFDM. Performance evaluation by MATLAB simulation and further implementation throughout GNURadio, Python, and C++. Practical implementation on DSP FPGA board through USRP E100 software radio which is an embedded stand-alone system for testing purposes.

Education

  • Massachusetts Institute of Technology, Cambridge

    Electrical Engineering & Computer Science, Postdoctoral Fellow•  July 2021 - June 2023

  • Swiss Federal Institute of Technology, Lausanne

    Computer Science & Engineering, PhD•  September 2016 - June 2021

  • Swiss Federal Institute of Technology, Lausanne

    Computer Science, MS•  September 2013 - January 2016

Skills

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