{"id":1159,"date":"2021-03-03T16:40:21","date_gmt":"2021-03-03T14:40:21","guid":{"rendered":"http:\/\/DISyD-Lab.ece.uop.gr\/?page_id=1159"},"modified":"2021-03-18T01:31:16","modified_gmt":"2021-03-17T23:31:16","slug":"post-graduate-courses","status":"publish","type":"page","link":"http:\/\/DISyD-Lab.ece.uop.gr\/?page_id=1159","title":{"rendered":"Post graduate courses"},"content":{"rendered":"\n<div class=\"wp-block-cover has-background-dim-70 has-background-dim has-background-gradient\" style=\"min-height:50px\"><span aria-hidden=\"true\" class=\"wp-block-cover__gradient-background\" style=\"background:linear-gradient(180deg,rgb(255,215,172) 0%,rgba(164,223,255,0.87) 100%)\"><\/span><img loading=\"lazy\" width=\"1638\" height=\"1024\" class=\"wp-block-cover__image-background wp-image-24\" alt=\"\" src=\"http:\/\/DISyD-Lab.ece.uop.gr\/wp-content\/uploads\/2021\/02\/deep-learning-architecture.jpg\" style=\"object-position:53% 58%\" data-object-fit=\"cover\" data-object-position=\"53% 58%\" srcset=\"http:\/\/DISyD-Lab.ece.uop.gr\/wp-content\/uploads\/2021\/02\/deep-learning-architecture.jpg 1638w, http:\/\/DISyD-Lab.ece.uop.gr\/wp-content\/uploads\/2021\/02\/deep-learning-architecture-300x188.jpg 300w, http:\/\/DISyD-Lab.ece.uop.gr\/wp-content\/uploads\/2021\/02\/deep-learning-architecture-1024x640.jpg 1024w, http:\/\/DISyD-Lab.ece.uop.gr\/wp-content\/uploads\/2021\/02\/deep-learning-architecture-768x480.jpg 768w, http:\/\/DISyD-Lab.ece.uop.gr\/wp-content\/uploads\/2021\/02\/deep-learning-architecture-1536x960.jpg 1536w\" sizes=\"(max-width: 1638px) 100vw, 1638px\" \/><div class=\"wp-block-cover__inner-container\">\n<p class=\"has-text-align-left has-white-color has-text-color\" style=\"font-size:22px\"><span class=\"has-inline-color has-black-color\">Post graduate courses<\/span><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-background has-cyan-bluish-gray-background-color has-cyan-bluish-gray-color is-style-wide\"\/>\n\n\n\n<div class=\"wp-block-uagb-tabs uagb-block-021a0d4a uagb-tabs__wrap uagb-tabs__hstyle1-desktop uagb-tabs__vstyle6-tablet uagb-tabs__vstyle6-mobile\" data-tab-active=\"0\"><ul class=\"uagb-tabs__panel\"><li class=\"uagb-tab\"><a href=\"#uagb-tabs__tab0\" class=\"uagb-tabs__icon-position-left\"><span>ADVANCED DATA MINING TECHNIQUES<\/span><\/a><\/li><li class=\"uagb-tab\"><a href=\"#uagb-tabs__tab1\" class=\"uagb-tabs__icon-position-left\"><span>BIG DATA MANAGEMENT SYSTEMS<\/span><\/a><\/li><li class=\"uagb-tab\"><a href=\"#uagb-tabs__tab2\" class=\"uagb-tabs__icon-position-left\"><span>DISTRIBUTED SYSTEMS<\/span><\/a><\/li><li class=\"uagb-tab\"><a href=\"#uagb-tabs__tab3\" class=\"uagb-tabs__icon-position-left\"><span>MACHINE LEARNING<\/span><\/a><\/li><\/ul><div class=\"uagb-tabs__body-wrap\">\n<div class=\"wp-block-uagb-tabs-child uagb-tabs__body-container\"><div class=\"uagb-blocks__9d11bed4 uagb-tabs__body\" aria-labelledby=\"uagb-tabs__tab0\">\n<p style=\"text-align: justify;\"><em>Tutor:<\/em> Vassilios Tampakas, Professor<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Short Description:<\/em><\/p>\n<p style=\"text-align: justify;\">Linear Regression, Logistic Regression, Nonlinear Optimization, Ensemble Learning, Semi-supervised Learning, Deep Learning, Image and Video Analytics, Audio and Text Analytics, Big Data Analytics<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Supported by Lab:<\/em> Yes<\/p>\n<p style=\"text-align: justify;\"><em>Semester:<\/em> \u00a02<\/p>\n<p style=\"text-align: justify;\"><em>Category:<\/em> Specialized<\/p>\n<p style=\"text-align: justify;\"><em>Official link:<\/em><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-tabs-child uagb-tabs__body-container\"><div class=\"uagb-blocks__f11d61a5 uagb-tabs__body\" aria-labelledby=\"uagb-tabs__tab1\">\n<p style=\"text-align: justify;\"><em>Tutors:<\/em>\u00a0 Vassilios Tampakas, Professor<\/p>\n<p style=\"text-align: justify;\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Ioannis Tsaknakis, Associate Professor<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Short Description:<\/em><\/p>\n<p style=\"text-align: justify;\">Distributed architectures for big data processing, advanced use of NoSQL Data Bases, Big Data Analytics, Use of Inclusive Ecosystem for Big Data Processing (e.g Hadoop, Spark)<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Supported by Lab:<\/em> Yes<\/p>\n<p style=\"text-align: justify;\"><em>Semester:<\/em> \u00a02<\/p>\n<p style=\"text-align: justify;\"><em>Category:<\/em> Compulsory<\/p>\n<p style=\"text-align: justify;\"><em>Official link:<\/em><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-tabs-child uagb-tabs__body-container\"><div class=\"uagb-blocks__14bac14d uagb-tabs__body\" aria-labelledby=\"uagb-tabs__tab2\">\n<p style=\"text-align: justify;\"><em>Tutor:<\/em> Vassilios Tampakas, Professor<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Short Description:<\/em><\/p>\n<p style=\"text-align: justify;\">Advanced Subjects of Synchronization in Threads and Processes, Synchronization of Distributed Processes, Advanced Subjects of Distributed Computing and Algorithms, Peer to Peer (P2P) networks, Advanced Subjects of Distributed Data Bases, Distributed Computing\u00a0 and \u0399\u03bf\u03a4, Distributed Computing\u00a0 and Big Data, Advanced use of \u00a0distributed programming frameworks (e.g. MPI and Python)<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Supported by Lab:<\/em> Yes<\/p>\n<p style=\"text-align: justify;\"><em>Semester:<\/em> \u00a01<\/p>\n<p style=\"text-align: justify;\"><em>Category:<\/em> Compulsory<\/p>\n<p style=\"text-align: justify;\"><em>Official link:<\/em><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-tabs-child uagb-tabs__body-container\"><div class=\"uagb-blocks__5f1c1517 uagb-tabs__body\" aria-labelledby=\"uagb-tabs__tab3\">\n<p style=\"text-align: justify;\"><em>Tutors:<\/em>\u00a0 Ioannis Zaharakis, Professor<\/p>\n<p style=\"text-align: justify;\">\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Ioannis Kougias, Professor<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Short Description:<\/em><\/p>\n<p style=\"text-align: justify;\">Introduction to Machine learning, Support vector machines, Decision trees (DT) &amp; Rule learning, Bayes learning &#8211; Instance-base learners, Genetic programming, Association rules, Clustering, Markov and Hidden Markov Models, Machine Learning with Python and R<\/p>\n<p>\u00a0<\/p>\n<p style=\"text-align: justify;\"><em>Supported by Lab:<\/em> Yes<\/p>\n<p style=\"text-align: justify;\"><em>Semester:<\/em> \u00a01<\/p>\n<p style=\"text-align: justify;\"><em>Category:<\/em> Compulsory<\/p>\n<p style=\"text-align: justify;\"><em>Official link:<\/em><\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:10px\" aria-hidden=\"true\" 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