{"id":6,"date":"2016-02-22T16:09:15","date_gmt":"2016-02-22T14:09:15","guid":{"rendered":"http:\/\/blog.metu.edu.tr\/ilkay\/?page_id=6"},"modified":"2025-04-13T20:48:29","modified_gmt":"2025-04-13T17:48:29","slug":"main","status":"publish","type":"page","link":"https:\/\/blog.metu.edu.tr\/ilkay\/","title":{"rendered":""},"content":{"rendered":"<p style=\"text-align: left\"><span style=\"color: #000000\"><strong><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-16 aligncenter\" src=\"https:\/\/blog.metu.edu.tr\/ilkay\/files\/2016\/01\/ff2.jpg\" alt=\"ff2\" width=\"345\" height=\"449\" \/>\u00a0 \u00a0\u00a0<\/strong><\/span><\/p>\n<p><span style=\"text-decoration: underline\"><span style=\"color: #ff0000;text-decoration: underline\"><strong>Looking for undergrad, grad students and postdocs for the following topics:<\/strong><\/span><\/span><\/p>\n<ul>\n<li class=\"c-article-title\" data-test=\"article-title\"><strong><span style=\"color: #000000\">*****Smart Farming &#8211; Robotics and AI for Selective weeding (hassas \u00e7<\/span>apalama)\u00a0<\/strong><\/li>\n<li data-test=\"article-title\"><strong>Federated Learning<\/strong><\/li>\n<li data-test=\"article-title\"><strong>Reinforcement Learning for any application<\/strong><\/li>\n<li class=\"c-article-title\" data-test=\"article-title\"><strong>Modeling reinforcement learning of human brain by considering two different reward sources: dopamine and serotonin.<\/strong><\/li>\n<li data-test=\"article-title\"><strong><span style=\"color: #000000\">Digital modeling of neuron pools for robustness and efficiency of\u00a0information coding via randomness and distributedness.<\/span><\/strong><\/li>\n<\/ul>\n<table style=\"height: 1337px\" width=\"892\">\n<tbody>\n<tr>\n<td style=\"vertical-align: top\" width=\"400\">\n<p style=\"text-align: left\"><span style=\"color: #000000\"><strong>RESEARCH AREA:<\/strong><\/span><\/p>\n<ul style=\"text-align: left\">\n<li><span style=\"color: #000000\">Signal Processing<\/span><\/li>\n<li><span style=\"color: #000000\">Machine Learning<\/span><\/li>\n<li><span style=\"color: #000000\">AI in Medicine<\/span><\/li>\n<li><span style=\"color: #000000\">Computer Vision<\/span><\/li>\n<li><span style=\"color: #000000\">Probabilistic Models<\/span><\/li>\n<li><span style=\"color: #000000\">Computational Neuroscience<\/span><\/li>\n<li><span style=\"color: #000000\">Energy Efficient Computation<\/span><\/li>\n<li><span style=\"color: #000000\">Quantum Computing<\/span><\/li>\n<li><span style=\"color: #000000\">Neuromorphic Computation<\/span><\/li>\n<li><span style=\"color: #000000\">IOT and Big Data<\/span><\/li>\n<li><span style=\"color: #000000\">Smart Building<\/span><\/li>\n<li><span style=\"color: #000000\">Energy Efficient HVAC<\/span><\/li>\n<li><span style=\"color: #000000\">AI-Quantum-Neurosicence for Energy Efficient Computation Solutions<\/span><\/li>\n<\/ul>\n<\/td>\n<td style=\"vertical-align: top\" width=\"600\"><span style=\"color: #000000\"><strong>SOME PROJECTS, THESIS and PAPERS:<\/strong><\/span><\/p>\n<p style=\"text-align: left\"><strong>Projects:<\/strong><\/p>\n<p style=\"text-align: left\">Sustainable Urbanization with Innovative Technologies (SUIT) &#8211; TUBITAK 1004 Project, 2022-<\/p>\n<p style=\"text-align: left\">Graphical Modeling of Neural Signals &#8211; Newton Grant, 2020-<\/p>\n<p style=\"text-align: left\"><strong>Thesis:<\/strong><\/p>\n<p style=\"text-align: left\">PERFORMANCE COMPARISON OF CLASSICAL AND QUANTUM MACHINE LEARNING ALGORITHMS, MS Thesis, Gorkem Arin, 2023-<\/p>\n<p style=\"text-align: left\">ENHANCING THE DETECTION ABILITY OF OPEN-WORLD OBJECT DETECTORS BY LEVERAGING UNATTENDED INFORMATIVE DATA, PhD, Gulin Tufekci, 2021-<\/p>\n<p style=\"text-align: left\"><strong>Papers:<\/strong><\/p>\n<div class=\"page\" style=\"text-align: left\" title=\"Page 1\">\n<div class=\"layoutArea\">\n<div class=\"column\">\n<p>U. Cakal, Maryada, C. Wu, G. Indiveri, I. Ulusoy and D. Muir, &#8220;Gradient-descent hardware-aware training and deployment for mixed-signal Neuromorphic processors&#8221;, Neuromorphic Computing and Engineering, 2024, under review<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p style=\"text-align: left\">I. Ulusoy and S. Baghaee, &#8220;User comfort and energy efficiency in HVAC systems by Q-learning,&#8221; 2018 26th Signal Processing and Communications Applications Conference (SIU) , Izmir, Turkey, 2018<\/p>\n<p style=\"text-align: left\">S. Geduk and I. Ulusoy, &#8220;A practical analysis of sample complexity for structure learning of discrete dynamic Bayesian networks,&#8221; <i>Optimization<\/i> , vol.71, no.10, pp.2935-2962, 2022<\/p>\n<p style=\"text-align: left\">G. Algan and I. Ulusoy, &#8220;MetaLabelNet: Learning to Generate Soft-Labels From Noisy-Labels,&#8221; IEEE Transactions on Image Processing , vol.31, pp.4352-4362, 2022<\/p>\n<p style=\"text-align: left\">G. Algan and I. Ulusoy, &#8220;Image classification with deep learning in the presence of noisy labels: A survey,&#8221; Knowledge-Based Systems , vol.215, 2021<\/p>\n<p style=\"text-align: left\">G. T\u00fcfekci et al. , &#8220;Detecting Driver Drowsiness as an Anomaly Using LSTM Autoencoders,&#8221; 17th European Conference on Computer Vision, ECCV 2022 , vol.13806 LNCS, Tel-Aviv-Yafo, Israel, pp.549-559, 2022<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"padding-left: 30px\"><span style=\"color: #000000\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00a0 \u00a0\u00a0 Looking for undergrad, grad students and postdocs for the following topics: *****Smart Farming &#8211; Robotics and AI for Selective weeding (hassas \u00e7apalama)\u00a0 Federated Learning Reinforcement Learning for any application Modeling reinforcement learning of human brain by considering two different reward sources: dopamine and serotonin. Digital modeling of neuron pools for robustness and efficiency<\/p>\n<div class=\"readmore\"><a class=\"btn slider-btn1\" href=\"https:\/\/blog.metu.edu.tr\/ilkay\/\">Read More&#8230;<\/a><\/div>\n","protected":false},"author":3920,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-6","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/pages\/6","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/users\/3920"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/comments?post=6"}],"version-history":[{"count":0,"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/pages\/6\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.metu.edu.tr\/ilkay\/wp-json\/wp\/v2\/media?parent=6"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}