Nemanja CVETIĆ in Tilen GIMPELJ

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V ponedeljek, 24. avgusta 2026, bodo ob 16:00 uri izvedeni dve 
predavanji v okviru PONEDELJKOVEGA SEMINARJA RAČUNALNIŠTVA IN INFORMATIKE
Oddelkov za Informacijske znanosti in tehnologije UP FAMNIT in UP IAM.

ČAS/PROSTOR: 24. avgust 2026 ob 16.00 prek Zoom-a.

1. predavanje:
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PREDAVATELJ: Nemanja CVETIĆ
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Nemanja Cvetić is a Master’s student in Computer Science with a Bachelor’s degree in Information Technology. His research interests include machine learning, explainable artificial intelligence (XAI), data science, computer science and software engineering. His current research focuses on evaluating model interpretability techniques and their practical applications in machine learning.

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NASLOV: Model interpretability in machine learning: A Comparison of LinearSHAP TreeSHAP, and LIME on the California Housing Dataset
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POVZETEK:

This seminar presents an empirical comparison of SHAP (LinearSHAP and TreeSHAP) and LIME as post-hoc explainability methods for machine learning models. Using Linear Regression and Random Forest models trained on the California Housing dataset, the study evaluates the quality, consistency, and interpretability of feature attributions. The results demonstrate that SHAP provides more stable and theoretically grounded explanations, while LIME shows greater variability, particularly for complex non-linear models.

Seminar bo potekal v angleškem jeziku.

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2. predavanje:
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PREDAVATELJ: Tilen GIMPELJ
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Tilen Gimpelj is a student completing his 2nd year of the master’s program Data Science at UP FAMNIT. He works at the Department of Applied Natural Sciences under Assoc. Prof. Dr. Marko Jukić, and as a student he works at Novartis as a developer in the Bioprocess Development Department.

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NASLOV: Comparison of clustering algorithms for identifying conserved waters in an E. coli DNA gyrase
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POVZETEK:

The seminar compares three algorithms – KMeans, DBSCAN and OPTICS for the purpose of identifying conserved water molecules in the DNA gyrase of E.Coli using water oxygen positions from experimentally determined protein structures aligned to the reference structure 4DUH.

Seminar bo potekal v angleškem jeziku.

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Seminarja bosta potekala online prek aplikacije Zoom s pričetkom ob 16:00 uri na sledeči povezavi: https://upr-si.zoom.us/j/297328207?pwd=S3Zpdk1VR3pjckNtWkQwKzlvcDR5UT09

Meeting ID: 297 328 207
Passcode: 123456789

Vabljeni!