{"id":29,"date":"2012-04-03T15:07:29","date_gmt":"2012-04-03T13:07:29","guid":{"rendered":"https:\/\/web.fs.uni-lj.si\/lasin\/?page_id=29"},"modified":"2026-02-12T08:23:02","modified_gmt":"2026-02-12T07:23:02","slug":"nevronske-mreze","status":"publish","type":"page","link":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/pedagoski-proces\/nevronske-mreze\/","title":{"rendered":"Neural networks"},"content":{"rendered":"<p>Prof. Dr. <a href=\"https:\/\/web.fs.uni-lj.si\/lasin\/?page_id=43&amp;lang=en\">Edvard Govekar<\/a><br \/>\nE:\u00a0<a href=\"mailto:edvard.govekar@fs.uni-lj.si\">edvard.govekar@fs.uni-lj.si<\/a><br \/>\nT: +386 1 4771-606<\/p>\n<p>Assist. Prof. Dr.\u00a0<a href=\"https:\/\/web.fs.uni-lj.si\/lasin\/wp\/?page_id=193&amp;lang=en\">Primo\u017e Poto\u010dnik<\/a><br \/>\nE:\u00a0<a href=\"mailto:primoz.potocnik@fs.uni-lj.si\">primoz.potocnik@fs.uni-lj.si<\/a><br \/>\nT: +386 1 4771-605<\/p>\n<hr \/>\n<p><b>Lectures and MATLAB examples<\/b><\/p>\n<p>Download the open source lectures and MATLAB examples:<\/p>\n<ul>\n<li><a href=\"https:\/\/github.com\/ppotoc\/Fundamentals-of-Neural-Networks\">Fundamentals of Neural Networks on GitHub<\/a><\/li>\n<li><a href=\"https:\/\/uk.mathworks.com\/matlabcentral\/fileexchange\/123880-fundamentals-of-neural-networks\">Fundamentals of Neural Networks on MATLAB File Exchange<\/a><\/li>\n<\/ul>\n<p dir=\"auto\">This teaching package contains modular contents for the introduction of the fundamentals of Neural Networks. The package consists of a series of MATLAB\u00a0Live Scripts with complementary PowerPoint presentations.\u00a0The package is intended to gradually guide the students toward basic concepts in neural networks through general demonstrations applicable to every field, spanning from science to engineering. The materials also include a classical engineering problem, namely industrial diagnostics of compressor connection rod defects.<\/p>\n<hr \/>\n<p><strong>Books on NN<\/strong><\/p>\n<ul>\n<li><strong>Dive into Deep Learning<\/strong> (2023)\u00a0Aston Zhang, Zack C. Lipton, Mu Li, Alex J. Smola<br \/>\n<a href=\"https:\/\/d2l.ai\">https:\/\/d2l.ai<\/a><\/li>\n<li><strong>Understanding Deep Learning<\/strong> (2026) Simon J.D. Prince<br \/>\n<a href=\"https:\/\/udlbook.github.io\/udlbook\/\">https:\/\/udlbook.github.io\/udlbook\/<\/a><\/li>\n<li><strong>Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory<\/strong> (2025) Arnulf Jentzen, Benno Kuckuck, Philippe von Wurstemberger<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/2310.20360\">https:\/\/arxiv.org\/abs\/2310.20360<\/a><\/li>\n<\/ul>\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Prof. Dr. Edvard Govekar E:\u00a0edvard.govekar@fs.uni-lj.si T: +386 1 4771-606 Assist. Prof. Dr.\u00a0Primo\u017e Poto\u010dnik E:\u00a0primoz.potocnik@fs.uni-lj.si T: +386 1 4771-605 Lectures and MATLAB examples Download the open source lectures and MATLAB examples: Fundamentals of Neural Networks on GitHub Fundamentals of Neural Networks on MATLAB File Exchange This teaching package contains modular contents for the introduction of the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":9,"menu_order":5,"comment_status":"closed","ping_status":"open","template":"","meta":{"footnotes":""},"class_list":["post-29","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/pages\/29","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/comments?post=29"}],"version-history":[{"count":5,"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/pages\/29\/revisions"}],"predecessor-version":[{"id":1193,"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/pages\/29\/revisions\/1193"}],"up":[{"embeddable":true,"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/pages\/9"}],"wp:attachment":[{"href":"https:\/\/web.fs.uni-lj.si\/lasin\/en\/wp-json\/wp\/v2\/media?parent=29"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}