CV

A short summary about my interests, skills, education, experience, etc. For the full CV click the PDF icon.

General Information

Full Name Sebastian Mežnar
Date of Birth 18th April 1997
Languages Slovenian, English, Italian

Education

  • 2022 - Pres.
    PhD
    Jozef Stefan International Postgraduate School, Ljubljana, Slovenia
    • PhD in Information and communications technology (ICT), with a focus on machine learning.
  • 2019 - 2022
    Master's degree
    University of Ljubljana, Faculty of Mathematics and Physics, Ljubljana, Slovenia
    • Master's degree in computer science and mathematics with focus on courses related to machine learning and data science.
    • Helped as a tutor for CS and machine learning related subjects during third (extra) year.
    • Master's thesis from the field of deep learning and equation discovery with the title: ”Efficient generative model for algebraic expressions andequation discovery
  • 2016 - 2019
    Bachelor's degree
    University of Ljubljana, Faculty of Computer and Information Science, Ljubljana, Slovenia
    • Bachelor's degree in computer science and mathematics with a focus on courses related to machine learning, algorithms, and data science.
    • Bachelor's thesis from the field of machine learning with the title: ”Modeling the playstyle of a basketball team from spatial data”

Experience

  • Su. 2017
    Software engineer
    Actual I.T.
    • Programed different parts of a web application (JavaScript),
    • Build JSON schemes for validating API request and responses.
  • Su. 2017‑2019
    Software engineer
    Mercury Processing Services International
    • Developed parts of a mockup Android application (Android/Java),
    • Ported functionality between different versions of an Android application (Android/Java),
    • Made unit tests for various parts of a web application (C# & JavaScript),
    • Developed and improved parts of a web application (C# & JavaScript).
  • Mar 2020‑Pres.
    Machine learning researcher
    Jožef Stefan Institute, Department of Knowledge Technologies
    • Developed machine learning algorithms for various tasks on graph (network) data,
    • Developed an approach for symbolic regression,
    • Wrote several papers on general ML tasks, graph (network) related ML tasks, and symbolic regression.
  • Oct 2023‑Pres.
    Teaching assistant
    University of Ljubljana, Faculty of Mathematics and Physics
    • Conducted practical exercises, prepared and graded exams
    • TA for Discrete Mathematics

Honors and Awards

  • Notable
    • Gold award, 11th place, Vegovo tekmovanje 2015
    • 1st place in Slovenia, 256 place overall, Google Hash Code 2019
    • Dean's award for outstanding academic performance, FMF school year 2019/20
    • 8th place, Predicting Generalization in Deep Learning, NeurIPS 2020 competition
  • Other
    • Silver award, Vegovo tekmovanje 2008 ‑ 2019
    • Attendance, Univerzitetni Programerski Maraton (UPM) 2016, 2018, 2019
    • Attendance, Google Hash Code 2018, 2019, 2020, 2022

Skills

  • Programming: Python (main), Java (competent), C# (competent), Rust (basic), JavaScript (basic), R (basic), SQL (basic), ...
  • Writing: LATEX, Markdown, HTML
  • Libraries: SciPy, PyTorch, Pandas, Matplotlib, Seaborn, ...
  • Languages: Slovenian, English, Italian

Academic Interests

  • Machine learning
    • Representation learning
    • Geometric deep learning
    • Equation discovery/Symbolic regression
    • Deep learning
    • Computer vision
  • Data science
    • Data visualization
    • Data engineering
    • Data mining
    • Statistical analysis
  • Mathematics
    • Statistics
    • Graphs
    • Discrete mathematics
    • Optimization
  • Algorithms
    • Optimization
    • Data structures

Extracurricular Activity

  • Education
    • Volleyball coach, third rank 2015,
    • Zemanta Data Science Summer School 2022.
  • Extra experience
    • Building caretaker, Volley Club Portorož, Summer 2012 ‑ 2016,
    • Volleyball coach, Volley Club Portorož & Športno društvo Piran, Jun. 2015 ‑ Sep. 2016 & summer 2014,
    • Council member, Klub Študentov Občine Piran, Nov. 2018 ‑ Jan. 2022.
  • Free time
    • Volleyball: U18 national champion in the 2013/14 season with GO Volley,
    • Volleyball: Third division champions with Volley Club Portorož in 2015/16 season.