20.500.12556/RUL-149891 Vizualizacija učenja nevronskih mrež Visualizing learning of neural networks V diplomski nalogi se osredotočamo na področje vizualizacije modelov umetnih nevronskih mrež. Trenutno še ni veliko razvitih rešitev, ki bi širši javnosti razlagale osnove delovanje modelov nevronskih mrež. Obstoječe rešitve so strokovnejše narave, ki pa so laikom težko razumljive. Zato smo z različnimi pristopi razvili vizualizacije poteka učenja in vpliva parametrov modela. Ustvarili smo interaktivno spletno stran, ki v ozadju zažene ustvarjen model večnivojskega perceptrona, nato pa s štirimi vizualizacijami prikazuje dogajanje znotraj modela med učenjem. Pri testiranju se je izkazalo, da spletna stran podaja anketirancem nov vpogled v delovanje nevronskih mrež, vendar pa določenih parametrov in funkcionalnosti še vedno ne pojasni dovolj. This diploma thesis focuses on the field of visualization of artificial neural network models. Currently, there is a lack of developed solutions for the general public, which explain the intrinsics of these models. Existing models are intended for scientific use, which makes it harder to understand for laymans. That is why we decided to use different approaches to develop visualizations of training the model and the influence of its parameters. We developed an interactive website, which runs a multilayer perceptron model in the background and displays four visualizations, with which we show what is happening in our model during training. Our testing results of the website indicate that it does deliver new aspects to understanding of neural network models, but still does not fully explain certain parameters and its functionalities. umetna inteligenca nevronske mreže vizualizacija aplikacija artificial intelligence neural networks visualization application true false false Slovenski jezik Angleški jezik Diplomsko delo 2023-09-11 14:00:00 2023-09-11 14:00:02 2023-09-22 11:26:06 0000-00-00 00:00:00 2023 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 1970-01-01 62261 165393667 Mihelic_Mohor_luka_-_Vizualizacija_ucenja_nevronskih_mrez.pdf Mihelic_Mohor_luka_-_Vizualizacija_ucenja_nevronskih_mrez.pdf 1 1FAD707862C67D064F065B7090773DD1 57937fe5ab57da8b208817642d6c7050a58d0aebae91bf5cd694c2ed4902bc80 bd3be3cc-509a-11ee-9bb0-0050569b8976 https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=174402 Fakulteta za elektrotehniko 0 0 0