{"id":1545,"date":"2024-09-16T04:47:11","date_gmt":"2024-09-16T04:47:11","guid":{"rendered":"https:\/\/vyskumnecentrum.sk\/?page_id=1545"},"modified":"2025-01-22T07:13:39","modified_gmt":"2025-01-22T07:13:39","slug":"09i03-03-v04-00562","status":"publish","type":"page","link":"https:\/\/vyskumnecentrum.sk\/en\/vyskum\/projekty\/09i03-03-v04-00562\/","title":{"rendered":"09I03-03-V04-00562"},"content":{"rendered":"<p class=\"has-text-align-center\" style=\"font-size:22px\"><strong>Statistical Approach to Monitor Quantisation in Neural Network Training<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p style=\"font-size:18px\"><strong>Project title: <\/strong><br>Statistical Approach to Monitor Quantisation in Neural Network Training<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong>Call:<br><\/strong>09I03-03-V04 \u201eFellowships for excellent researchers R2-R4\u201c<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Component<\/strong>: <\/strong><br>9: More effective managing and strengthening research, development and innovation funding<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong>Investment: <\/strong><br>3. Excellent science<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>The code of the request for funds from the mechanism<\/strong>:<\/strong> <br>09I03-03-V04-00562<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Requester identification (name, address, reggon)<\/strong>:<\/strong> <br>\u017dilinsk\u00e1 univerzita v \u017diline, Univerzitn\u00e1 8215\/1  010 26 \u017dilina, I\u010cO: 00397563<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Principal investigator<\/strong>:<\/strong> <br>Ing. Roman Budja\u010d, PhD.<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Total amount of funds requested from the mechanism<\/strong>:<\/strong><br>148 306,80 \u20ac<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong>Maximal approved funds:<\/strong> <br>148 306,80 \u20ac<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Start of project implementation<\/strong>:<\/strong> <br>1. 6. 2024<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong>End of project implementation:<\/strong> <br>31. 5. 2026<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Project goal<\/strong>:<\/strong> <br>The aim of the project is to bring new insights into neural network compression using statistical methods before and after the neural network compression process, and to implement these techniques into the neural network training process.<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong>Project deliverables:<\/strong><br>D1.1 Seminar (report)<br>D1.2 Results report<br>D1.3 Source code<br>D1.4 Publication at a scientific conference<br>D2.1 Seminar (report)<br>D2.2 Report of results<br>D3.1 Source code<br>D2.4 Publication at a scientific conference<br>D2.5 Interim report of project results<br>D3.1 Source code<br>D3.2 Seminar (report)<br>D3.3 Report of results<br>D4.1 Report of results<br>D4.2 Seminar (report)<br>D4.3 Results report<br>D4.4 Publication in a scientific journal<br>D4.5 Final report<\/p>\n\n\n\n<p style=\"font-size:18px\"><br><strong><strong>Project milestones<\/strong>:<\/strong><br>M1 Analysis and test of suitable statistical for weight distribution comparison<br>M2 Analysis of implementation weight distribution comparison into network training process.<br>M3 Implementing a new training strategy of neural network based on statistical method<br>M4 Proving the concept by Implementing statistical methods into the training process<\/p>\n\n\n\n<p class=\"has-text-align-left\" style=\"font-size:18px\"><strong><strong>Project activities<\/strong>:<\/strong><br>Will be continuously updated<\/p>\n\n\n\n<p style=\"font-size:18px\"><strong><strong>Project data (open science)<\/strong>:<\/strong><br>Will be continuously updated<\/p>","protected":false},"excerpt":{"rendered":"<p>\u0160tatistick\u00fd pr\u00edstup k sledovaniu kvantiz\u00e1cie pre tr\u00e9ning neur\u00f3nov\u00fdch siet\u00ed N\u00e1zov projektu: \u0160tatistick\u00fd pr\u00edstup k sledovaniu kvantiz\u00e1cie pre tr\u00e9ning neur\u00f3nov\u00fdch siet\u00ed V\u00fdzva:09I03-03-V04 \u201e\u0160tipendi\u00e1 pre excelentn\u00fdch v\u00fdskumn\u00edkov a v\u00fdskumn\u00ed\u010dky R2-R4\u201c Komponent: 9:<\/p>\n<p class=\"more-link\"><a href=\"https:\/\/vyskumnecentrum.sk\/en\/vyskum\/projekty\/09i03-03-v04-00562\/\" class=\"readmore\">Continue reading<span class=\"screen-reader-text\">09I03-03-V04-00562<\/span><\/a><\/p>","protected":false},"author":1,"featured_media":0,"parent":472,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1545","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/pages\/1545","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/comments?post=1545"}],"version-history":[{"count":5,"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/pages\/1545\/revisions"}],"predecessor-version":[{"id":1620,"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/pages\/1545\/revisions\/1620"}],"up":[{"embeddable":true,"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/pages\/472"}],"wp:attachment":[{"href":"https:\/\/vyskumnecentrum.sk\/en\/wp-json\/wp\/v2\/media?parent=1545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}