{"id":1664,"date":"2024-07-25T18:37:14","date_gmt":"2024-07-25T15:37:14","guid":{"rendered":"https:\/\/www.iem.ihu.gr\/?post_type=course&p=1664"},"modified":"2025-05-28T20:15:45","modified_gmt":"2025-05-28T17:15:45","slug":"65-09","status":"publish","type":"course","link":"https:\/\/www.iem.ihu.gr\/en\/courses\/65-09\/","title":{"rendered":"Neural Networks & Applications"},"author":5,"template":"","meta":{"_acf_changed":false},"semester":[64],"course_type":[59],"class_list":["post-1664","course","type-course","status-publish","hentry","semester--1-2-6","course_type-optional"],"acf":{"code":"65.09","semester":64,"level":"1","teaching_activities":{"activity_1":{"description":"Theory","weekly_hrs":2,"ects":4},"activity_2":{"description":"Exercises","weekly_hrs":1,"ects":""},"activity_3":{"description":"","weekly_hrs":"","ects":""},"activity_4":{"description":"","weekly_hrs":"","ects":""},"activity_5":{"description":"","weekly_hrs":"","ects":""}},"type":59,"language":"\u0395\u03bb\u03bb\u03b7\u03bd\u03b9\u03ba\u03ac","erasmus":"\u038c\u03c7\u03b9","url":"https:\/\/exams-sm.the.ihu.gr\/enrol\/index.php?id=117","prerequisites":"","instructors":[1965],"coordinator":"","content":"The taught modules concern:\r\n\u2022 Basic concepts\r\n\u2022 Artificial Neural Networks\r\n\u2022 Perceptron and ADALINE networks\r\n\u2022 The Multi-Layer Perceptron Network and the Back-Propagation Rule\r\n\u2022 Self-Organized Map Networks (SOM)\r\n\u2022 Radial Base Function Networks (RBF)\r\n\u2022 Hebian learning models\r\n\u2022 Implementing Neural Networks in Matlab and other Software\r\n\u2022 Learning and Generalization\r\n\u2022 Deep Learning\r\n\u2022 Applications of Artificial Neural Networks","goals":"\u2022 introduce the student to the concept of Artificial Neural Networks and Machine Learning which is their main field of application.\r\n\u2022 know their different types, their structure and applications, as well as their performance limits.\r\n\u2022 Be able to use Neural Network simulation software and create applications.","skills":"Search for, analysis and synthesis of data and information, with the use of the necessary technology\r\nWorking independently\r\nTeam work\r\nProject planning and management\r\nProduction of new research ideas","teaching_methods":"Lectures, Exercises, Online guidance, Projected Presentations, E-mail communication, Online Synchronous and Asynchronous Teaching Platform (moodle).","students_evaluation":"Project 100%","bib_textbooks":"Neural Networks & Machine Learning. Haykin, Simon. Papasotiriou Editions, ISBN13: 9789607182647\r\nNeural Network Design. Martin T. Hagan, Howard B. Demuth, Mark Hudson Beale, Orlando De Jes\u00fas. ISBN13: 9780971732117.\r\nhttps:\/\/hagan.okstate.edu\/NNDesign.pdf\r\nArtificial Neural Networks. Konstantinos Diamantaras. Klidarithmos Editions, ISBN : 978-960-461-080-8\r\nNeural Network Toolbox (Matlab). Mark Hudson Beale, Martin T. Hagan, Howard B. Demuth.","bib_journals":""},"_links":{"self":[{"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/course\/1664","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/course"}],"about":[{"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/types\/course"}],"author":[{"embeddable":true,"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":8,"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/course\/1664\/revisions"}],"predecessor-version":[{"id":4206,"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/course\/1664\/revisions\/4206"}],"acf:post":[{"embeddable":true,"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/staff\/1965"}],"acf:term":[{"embeddable":true,"taxonomy":"course_type","href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/course_type\/59"},{"embeddable":true,"taxonomy":"semester","href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/semester\/64"}],"wp:attachment":[{"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/media?parent=1664"}],"wp:term":[{"taxonomy":"semester","embeddable":true,"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/semester?post=1664"},{"taxonomy":"course_type","embeddable":true,"href":"https:\/\/www.iem.ihu.gr\/en\/wp-json\/wp\/v2\/course_type?post=1664"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}