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Yapay Zeka Mühendisliği Programı (İngilizce)
msert[at]baskent.edu.tr
0312 246 66 66 4144

  • Post Doktora, (2025), Unıversıty Of Calıfornıa Irvıne, Electrical Engineering And Computer Science

  • Doktora, (2006), Gazi Üniversitesi, Bilgisayar Bilimleri

  • Yüksek Lisans, (2001), Gazi Üniversitesi, Bilgisayar Bilimleri

  • Lisans, (1997), Gazi Üniversitesi, Bilgisayar Bilimleri

  • H-İndeks 10
    • Yapay Zeka • Makine Öğrenmesi • Bilgisayar Yazılımı ve Yazılım Mühendisliği • Ses ve Konuşma İşleme
    Birleşmiş Milletler Sürdürülebilir Kalkınma Amaçları
    1  A machining center selection study using neural networks, NEURAL COMPUTING & APPLICATIONS, 2025(37), 2025

    Prof. Dr. Yusuf Tansel İç, Dr. Öğr. Üyesi Burak Yildiz, Doç. Dr. Bariş Keçeci, Doç. Dr. Mustafa Sert
    2  Using the audio signal frequencies synthesized from the process to improve the computer?numeric control machining quality in precision manufacturing, Journal of the Brazilian Society of Mechanical Sciences and Engineering, 47(629), 2025

    Prof. Dr. Yusuf Tansel İç, Doç. Dr. Mustafa Sert, Doç. Dr. Barış Keçeci
    3  Al-Detected Auditory Findings of Depression and Suicide Risk, Brazilian Journal of Psychiatry, 2022(0), 2025

    Sena Ozden, Doç. Dr. Mustafa Sert, Sakir Gica, Orhan Cinar, Irmak Uzun Bayar, Ayhan Yahya Acar, Mehmet Ak
    4  Examination of Speech Analysis to Predict Suicidal Behavior in Depression, EUROPEAN PSYCHIATRY, 67(0), 2024

    Sena Yunden, Mehmet Ak, Doç. Dr. Mustafa Sert, Sakir Gica, Orhan Cinar, Yahya Acan Acar
    5  Automated Audio Captioning With Topic Modeling, IEEE Access, 11(0), 2023

    Ayşegül Eren Özkaya, Doç. Dr. Mustafa Sert
    6  Natural Turkish language processing based method for classifying R&D projects, Journal of the Faculty of Engineering and Architecture of Gazi University, 38(3), 2023

    Serdar Koçak, Prof. Dr. Yusuf Tansel İç, Doç. Dr. Mustafa Sert, Prof. Dr. Berna Dengiz
    7  Development of a Decision Support System for Selection of Reviewers to Evaluate Research and Development Projects, INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY & DECISION MAKING, 22(6), 2022

    Serdar Koçak, Prof. Dr. Yusuf Tansel İç, Doç. Dr. Mustafa Sert, Prof. Dr. Kumru Didem Atalay, Prof. Dr. Berna Dengiz
    8  The development of a reviewer selection method: a multi-level hesitant fuzzy VIKOR and TOPSIS approaches, Journal of Ambient Intelligence and Humanized Computing, 0(14), 2021

    Serdar Kocak, Prof. Dr. Kumru Didem Atalay, Doç. Dr. Mustafa Sert, Prof. Dr. Berna Dengiz
    9  Audio Captioning with Composition of Acoustic and Semantic Information, International Journal of Semantic Computing, 15(2), 2021

    Aysegul Eren Ozkaya, Doç. Dr. Mustafa Sert
    10  Visual and Auditory Data Fusion for Energy-Efficient and Improved Object Recognition in Wireless Multimedia Sensor Networks, IEEE SENSORS JOURNAL, 19(5), 2019

    Murat Koyuncu, Adnan Yazici, Muhsin Civelek, Ahmet Cosar, Doç. Dr. Mustafa Sert
    11  Feature Selection for Obstructive Sleep Apnea Recognition, Journal of Information Technologies, 12(4), 2019

    Doç. Dr. Mustafa Sert
    12  Sketch recognition using transfer learning, MULTIMEDIA TOOLS AND APPLICATIONS, 78(12), 2019

    Emel Boyaci, Doç. Dr. Mustafa Sert
    13  Detection of Basic Human Physical Activities With Indoor Outdoor Information Using Sigma-Based Features and Deep Learning, IEEE SENSORS JOURNAL, 19(17), 2019

    Gokhan Memis, Doç. Dr. Mustafa Sert
    14  An intelligent multimedia information system for multimodal content extraction and querying, MULTIMEDIA TOOLS AND APPLICATIONS, 77(2), 2018

    Adnan Yazici, Murat Koyuncu, Turgay Yilmaz, Saeid Sattari, Doç. Dr. Mustafa Sert, Elvan Gulen
    15  Early and Late Level Fusion of Deep Convolutional Neural Networks for Visual Concept Recognition, International Journal of Semantic Computing, 10(3), 2016

    Hilal Ergun, Yusuf Caglar Akyuz, Doç. Dr. Mustafa Sert, Jianquan Liu
    16  A Flexible and Scalable Audio Information Retrieval System for Mixed-Type Audio Signals, INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 26(10), 2011

    Ebru Dogan, Doç. Dr. Mustafa Sert, Adnan Yazici
    17  Structural and Semantic Modeling of Audio for Content based Querying and Browsing, Lecture Notes in Computer Science, 4027(0), 2006

    Doç. Dr. Mustafa Sert, Buyurman Baykal, Adnan Yazici
    18   Digital Modulation and Classification of Baseband Signals Using TMS320C6701 DSP, Technology, 7(1), 2004

    Abdullah Cavusoglu, Doç. Dr. Mustafa Sert
    1  Sarcasm Detection in News Headlines with Deep Learning, 2024 32nd Signal Processing and Communications Applications Conference (SIU), 15.05.2024

    Araş.Gör. Zeynep Karkıner, Doç. Dr. Mustafa Sert
    2  ParsyBot: Chatbot for Baskent University Related FAQs, 18th IEEE International Conference on Semantic Computing (ICSC), 05.02.2024

    Araş.Gör. Zeynep Karkıner, Begum Yaman, Begum Zengin, Feride Nursena Cavli, Doç. Dr. Mustafa Sert
    3  Weakly Labeled Sound Event Detection using Attention Mechanism with Teacher-Student Model, 2023 IEEE International Symposium on Multimedia (ISM), 11.12.2023

    Yesim Akar, Doç. Dr. Mustafa Sert
    4  Self-Supervised Learning of Free-Hand Sketches with Bézier Curve Features, 2023 IEEE International Symposium on Multimedia (ISM), 11.12.2023

    Taner Gulez, Doç. Dr. Mustafa Sert
    5  Action Recognition in Videos using 3D ConvNets with Multi-head Attention, 2023 IEEE International Conference on Multimedia Big Data (BigMM), 11.12.2023

    Yagmur Sahin, Doç. Dr. Mustafa Sert
    6  Multimodal Video Captioning using Object-Auditory Information Fusion with Transformers, NarSUM'23 @ The 31st ACM International Conference on Multimedia (ACMMM), 2023, 29.10.2023

    Berkay Selbes, Doç. Dr. Mustafa Sert
    7  Detection of Fractures in Dogs' Long Bones, 2023 33rd International Conference Radioelektronika, RADIOELEKTRONIKA 2023, 19.04.2023

    Busra Acis, Doç. Dr. Mustafa Sert, Doç. Dr. Selda Güney, Gulnur Begum Cangoz
    8  Exponential Moving based Features for Acoustic Scene Classification, Proceedings - 2022 IEEE 5th International Conference on Artificial Intelligence and Knowledge Engineering, AIKE 2022, 19.09.2022

    Ahmet Melih Basbug, Doç. Dr. Mustafa Sert
    9  Classification of Student Success in Online Courses Using Feature Selection and Convolutional Neural Network, 2022 30th Signal Processing and Communications Applications Conference (SIU), 15.05.2022

    Öğr.Gör. Ramazan Tekinarslan, Doç. Dr. Mustafa Sert
    10  Anomaly Detection in Smart Home Environments using Convolutional Neural Network, Proceedings - 23rd IEEE International Symposium on Multimedia, ISM 2021, 29.11.2021

    Naci Mert Ercan, Doç. Dr. Mustafa Sert
    11  Early detection of respiratory diseases caused by COVID-19 and integration into tele-health service via speech, voice and cough analysis software, 7th Eurasian & 17th Turkish Congress on Emergency Medicine 2021, 25.11.2021

    Yahya Ayhan Acar, Doç. Dr. Mustafa Sert, Dogan Ozen, Irmak Uzun Bayar, Mehmet Bayar, Mehmet Kavakli, Olcay Baris Kanbur, Mehmet Ak, Orhan Cinar, Veysi Isler
    12  Permeability estimation for natural state modeling of geothermal fields with machine learning, 2021 International Conference on INnovations in Intelligent SysTems and Applications, INISTA 2021 - Proceedings, 25.08.2021

    Ali Baser, Doç. Dr. Mustafa Sert
    13  Audio Captioning Using Sound Event Detection, IEEE AASP Challenge on Detection and Classification of Acoustic Scenes and Events, 01.03.2021

    Aysegul Eren Ozkaya, Doç. Dr. Mustafa Sert
    14  Audio Captioning Based on Combined Audio and Semantic Embeddings, Proceedings - 2020 IEEE International Symposium on Multimedia, ISM 2020, 02.12.2020

    Aysegul Eren Ozkaya, Doç. Dr. Mustafa Sert
    15  Combining Acoustic and Semantic Similarity for Acoustic Scene Retrieval, Proceedings - 2019 IEEE International Symposium on Multimedia, ISM 2019, 09.12.2019

    Doç. Dr. Mustafa Sert, Ahmet Melih Basbug
    16  Analysis of Deep Neural Network Models for Acoustic Scene Classification, 2019 27th Signal Processing and Communications Applications Conference (SIU), 24.04.2019

    Ahmet Melih Basbug, Doç. Dr. Mustafa Sert
    17  Classification of Obstructive Sleep Apnea using Multimodal and Sigma-based Feature Representation, 2019 27th Signal Processing and Communications Applications Conference (SIU), 24.04.2019

    Gokhan Memis, Doç. Dr. Mustafa Sert
    18  Acoustic Scene Classification Using Spatial Pyramid Pooling With Convolutional Neural Networks, 2019 13TH IEEE INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC), 30.01.2019

    Ahmet Melih Basbug, Doç. Dr. Mustafa Sert
    19  Classification of Indoor-Outdoor Location using Blood Oxygen Saturation Signal, 2018 IEEE 8TH INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS - BERLIN (ICCE-BERLIN), 02.09.2018

    Gokhan Memis, Doç. Dr. Mustafa Sert
    20  Continuous Valence Prediction Using Recurrent Neural Networks with Facial Expressions and EEG Signals, IEEE 26th Signal Processing and Communications Applications Conference (SIU), 02.05.2018

    Dogancan Sen, Doç. Dr. Mustafa Sert
    21  The Effectiveness of Feature Selection Methods on Physical Activity Recognition, IEEE 26th Signal Processing and Communications Applications Conference (SIU), 02.05.2018

    Gokhan Memis, Doç. Dr. Mustafa Sert
    22  Audio Based Violent Scene Classification Using Ensemble Learning, 2018 6TH INTERNATIONAL SYMPOSIUM ON DIGITAL FORENSIC AND SECURITY (ISDFS), 22.03.2018

    Sercan Sarman, Doç. Dr. Mustafa Sert
    23  Multimodal Vehicle Type Classification Using Convolutional Neural Network and Statistical Representations of MFCC, 2017 14TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS), 29.08.2017

    Berkay Selbes, Doç. Dr. Mustafa Sert
    24  Use of Acoustic and Vibration Sensor Data to Detect Objects in Surveillance Wireless Sensor Networks, 2017 21ST INTERNATIONAL CONFERENCE ON CONTROL SYSTEMS AND COMPUTER SCIENCE (CSCS), 29.05.2017

    Selver Ezgi Yalniz, Doç. Dr. Mustafa Sert, Adnan Yazici
    25  Movie Rating Prediction Using Ensemble Learning and Mixed Type Attributes, 2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 15.05.2017

    Aysegul Eren Ozkaya, Doç. Dr. Mustafa Sert
    26  Leveraging Multimodal and Feature Selection Approaches to Improve Sleep Apnea Classification Performance, 2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 15.05.2017

    Gokhan Memis, Doç. Dr. Mustafa Sert
    27  Multimodal Video Concept Classification based on Convolutional Neural Network and Audio Feature Combination, 2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 15.05.2017

    Berkay Selbes, Doç. Dr. Mustafa Sert
    28  Video Classification Based on ConvNet Collaboration and Feature Selection, 2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 15.05.2017

    Emel Boyaci, Doç. Dr. Mustafa Sert
    29  Sentiment Analysis on Microblog Data based on Word Embedding and Fusion Techniques, 2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 15.05.2017

    Ahmet Hayran, Doç. Dr. Mustafa Sert
    30  Multimodal Classification of Obstructive Sleep Apnea using Feature Level Fusion, 2017 11TH IEEE INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC), 30.01.2017

    Gokhan Memis, Doç. Dr. Mustafa Sert
    31  Feature-level Fusion of Deep Convolutional Neural Networks for Sketch Recognition on Smartphones, 2017 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 08.01.2017

    Emel Boyaci, Doç. Dr. Mustafa Sert
    32  Recognizing facial expressions of emotion using action unit specific decision thresholds, 2nd Workshop on Advancements in Social Signal Processing for Multimodal Interaction 2016, ASSP4MI 2016 - Held in conjunction with the 18th ACM International Conference on Multimodal Interaction 2016, ICMI 2016, 16.11.2016

    Doç. Dr. Mustafa Sert, Nukhet Aksoy
    33  Feature-level Fusion of Convolutional Neural Networks for Visual Object Classification, 2016 24TH SIGNAL PROCESSING AND COMMUNICATION APPLICATION CONFERENCE (SIU), 16.05.2016

    Hilal Ergun, Doç. Dr. Mustafa Sert
    34  Facial Action Unit Detection using Variable Decision Thresholds, 2016 24TH SIGNAL PROCESSING AND COMMUNICATION APPLICATION CONFERENCE (SIU), 16.05.2016

    Nukhet Aksoy, Doç. Dr. Mustafa Sert
    35  Fusing Deep Convolutional Networks for Large Scale Visual Concept Classification, 2016 IEEE SECOND INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 20.04.2016

    Hilal Ergun, Doç. Dr. Mustafa Sert
    36  Audio Event Detection Using Adaptive Feature Extraction Scheme, International Conferences on Advances in Multimedia, 19.04.2015

    Selver Ezgi Yalniz, Doç. Dr. Mustafa Sert
    37  Audio-based Event Detection in Office Live Environments Using Optimized MFCC-SVM Approach, 2015 IEEE 9TH INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC), 07.02.2015

    Selver Ezgi Kucukbay, Doç. Dr. Mustafa Sert
    38  Efficient Recognition of Human Emotional States from Audio Signals, 2014 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM), 10.12.2014

    Ernur Sonat Erdem, Doç. Dr. Mustafa Sert
    39  VIDEO SCENE CLASSIFICATION USING SPATIAL PYRAMID BASED FEATURES, 2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 23.04.2014

    Doç. Dr. Mustafa Sert, Hilal Ergun
    40  Audio Feature and Classifier Analysis for Efficient Recognition of Environmental Sounds, 2013 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA (ISM), 09.12.2013

    Cigdem Okuyucu, Doç. Dr. Mustafa Sert, Adnan Yazici
    41  Environmental Sound Classification Using Spectral and Harmonic Feature Combination, 2013 21ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 24.04.2013

    Cigdem Okuyucu, Doç. Dr. Mustafa Sert, Adnan Yazici
    42  Predicting motifs in human and mouse genes by using Probabilistic Suffix Trees, Signal Processing and Communications Applications Conference (SIU), 21.04.2010

    Kerem Yildiz, Doç. Dr. Mustafa Sert
    43  Content-Based Classification and Segmentation of Mixed-Type Audio by Using MPEG-7 Features, 2009 FIRST INTERNATIONAL CONFERENCE ON ADVANCES IN MULTIMEDIA, 20.07.2009

    Ebru Dogan, Doç. Dr. Mustafa Sert, Adnan Yazici
    44  Combining Structural Analysis and Computer Vision Techniques for Automatic Speech Summarization, ISM: 2008 IEEE INTERNATIONAL SYMPOSIUM ON MULTIMEDIA, 15.12.2008

    Doç. Dr. Mustafa Sert, Buyurman Baykal, Adnan Yazici
    45  Generating expressive summaries for speech and musical audio using self-similarity clues, 2006 IEEE International Conference on Multimedia and Expo, ICME 2006 - Proceedings, 09.07.2006

    Doç. Dr. Mustafa Sert, Buyurman Baykal, Adnan Yazici
    46  A robust and time-efficient fingerprinting model for musical audio, 2006 IEEE TENTH INTERNATIONAL SYMPOSIUM ON CONSUMER ELECTRONICS, PROCEEDINGS, 28.06.2006

    Doç. Dr. Mustafa Sert, Buyurman Baykal, Adnan Yazici
    47  Web-based query engine for content-based and semantic retrieval of audio, 2004 IEEE INTERNATIONAL SYMPOSIUM ON CONSUMER ELECTRONICS, PROCEEDINGS, 01.09.2004

    Doç. Dr. Mustafa Sert, Buyurman Baykal
    48  An Approach to the Semantic Modeling of Audio Databases, IEEE Int'l Conf. on E-Business and Telecommunication Networks (ICETE'04), 25.08.2004

    Doç. Dr. Mustafa Sert, Buyurman Baykal
    49  A web model for querying, storing, and processing multimedia content, Proceedings of the IASTED International Conference on Information and Knowledge Sharing, 01.01.2003

    Doç. Dr. Mustafa Sert, Buyurman Baykal
    50  Design of a Complete Signal Analysis, Classification and Demodulation System, Proceedings of 8th IEEE Signal Processing and Communications Applications Conference (SIU 2000), 12.06.2000

    Suleyman Gokhun Tanyer, Doç. Dr. Mustafa Sert, Erdi Cinar

    Editör Bilgileri

    1  Semantic Computing and AI Transforming Knowledge into Intelligence, İlk Baskı, World Scientific Publishing, 2025

    Florian Schimanke, Doç. Dr. Mustafa Sert, Chung-Hsien (Bryan) Chou

    Kitap Bölümü Bilgileri

    2  METU-MMDS: An Intelligent Multimedia Database System for Multimodal Content Extraction and Querying, In:Lecture Notes in Computer Science (Springer-Verlag), 354-360, 2023

    Adnan Yazici, Saeid Sattari, Turgay Yilmaz, Doç. Dr. Mustafa Sert, Murat Koyuncu, Elvan Gulen
    3  Efficient Bag of Words Based Concept Extraction for Visual Object Retrieval, In:Advances in Intelligent Systems and Computing (Springer-Verlag), 389-402, 2015

    Hilal Ergun, Doç. Dr. Mustafa Sert
    4  Flexible Content Extraction and Querying for Videos, In:Lecture Notes in Computer Science (Springer-Verlag), 460-471, 2011

    Utku Demir, Murat Koyuncu, Adnan Yazici, Turgay Yilmaz, Doç. Dr. Mustafa Sert
    5  Content-Based Retrieval of Audio in News Broadcasts, In:Lecture Notes in Artificial Intelligence (Springer-Verlag), 548-559, 2009

    Ebru Dogan, Doç. Dr. Mustafa Sert, Adnan Yazici
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    1 Konuşma, Ses Ve Öksürük Analizi Yazılımı ile Covid-19'a Bağlı Solunum Yolu Hastalıklarının Erken Dönemde Tespiti ve Tele-Sağlık Hizmetine Entegrasyonu, Ar-Ge, Araştırmacı, 01.07.2020

    Doç. Dr. Yahya Ayhan Acar, Doç. Dr. Mustafa Sert
    2 Kablosuz Çoklu Ortam Duyarga Ağlarında Gözetleme Uygulamaları Için Füzyon-Tabanlı Çatı Tasarımı Ve Geliştirilmesi, Ar-Ge, Araştırmacı, 15.04.2015

    Prof. Dr. Adnan Yazici, Doç. Dr. Mustafa Sert, Prof. Dr. Murat Koyuncu
    3 Videolarda Görüntü, Ses ve Metin Verileri Kullanılarak Anlamsal Bilgi Çıkarımı, Depolanması ve Sorgulanması, Ar-Ge, Araştırmacı, 01.09.2009

    Prof. Dr. Adnan Yazici, Doç. Dr. Mustafa Sert, Prof. Dr. Murat Koyuncu
    1 Best Paper Award, 03.10.2025
    IEEE Artificial Intelligence x Software Engineering
    2 Outstanding Area Chair Award, 01.11.2024
    ACM Multimedia 2024
    3 Best Abstract in Oral Presentation Catgory, 25.11.2021
    7th Eurasian Congress on Emergency Medicine / 17th Turkish Congress on Emergency Medicine
    4 Outstanding Reviewer Award, 07.09.2021
    IEEE International Conference on Multimedia and Expo 2021
    5 Outstanding Reviewer Award, 07.10.2020
    IEEE International Conference on Multimedia and Expo 2020
    1 International Journal of Semantic Computing, Yayın Kurulu Üyeliği, 2025
    1 University of California, Irvine / Department of Electrical Engineering and Computer Science
    Doktora Sonrası
    Classification of Lower Urinary Tract Symptoms Using Machine Learning Methods Based on Uroflowmetry Measurements
    Yüksek Lisans
    2025
    Detection of Anomaly Sounds for Machine Condition Monitoring
    Yüksek Lisans
    2025
    Sketch recognition with self-supervised deep learning
    Yüksek Lisans
    2023
    Sound event detection on weakly labeled datasets with semi-supervised learning and fusion techniques
    Yüksek Lisans
    2023
    Temporal action recognition in untrimmed videos using deep neural networks
    Yüksek Lisans
    2023
    Wearable sensor-based human activity and demographic group recognition with deep learning
    Yüksek Lisans
    2023
    Automated audio captioning with acoustic and semantic feature representation
    Doktora
    2023
    Çevrimiçi öğrenme ortamlarında öğrenme analitiği verileri ve makine öğrenmesi kullanarak akademik başarının değerlendirilmesi
    Yüksek Lisans
    2022
    Estimation of permeability values in geothermal fields with machine learning methods
    Yüksek Lisans
    2021
    Ses olayı tanıma ve akustik sahne geri getirimi
    Yüksek Lisans
    2019
    İnsan sağlığı takibi için giyilebilir sensör verilerinin çok kipli ve füzyon tabanlı analizi
    Doktora
    2019
    Çok kipli video kavram sınıflandırması
    Yüksek Lisans
    2018
    Adli uygulamalar için ses içerik analizi
    Yüksek Lisans
    2018
    Sayısal video ve çizim verilerinde anlamsal kavram tanıma
    Yüksek Lisans
    2017
    Video concept classification and retrieval
    Yüksek Lisans
    2016
    İşitsel sahnelerin tanınması için çevresel ses analizi
    Yüksek Lisans
    2015
    Ses sinyallerinde duygu tanıma ve geri erişimi
    Yüksek Lisans
    2014
    Semantic classification and retrieval system for environmental sounds
    Yüksek Lisans
    2012
    Content-based audio management and retrieval system for news broadcasts
    Yüksek Lisans
    2009
    Düzenleyici DNA otiflerinin tahmini
    Yüksek Lisans
    2009
    DERİN ÖĞRENME
    MAKİNE ÖĞRENMEYE GİRİŞ
    YAPAY ZEKA MÜHENDİSLİĞİNE GİRİŞ
    NESNE YÖNELİMLİ PROGRAMLAMA
    VERİTABANI SİSTEMLERİ
    VERİTABANI YÖNETİM SİSTEMLERİ
    VERİTABANI YÖNETİM SİSTEMLERİ KURAMI