Hayelom Gebrye

Hayelom Gebrye

Developing and implementing machine learning and computer vision models for classification
Reply rate:
-
Availability:
Hourly ($/hour)
Location:
Addis Ababa, Addis Ababa, Ethiopia
Experience:
8 years
Curriculum Vitae PERSONAL INFORMATION Hayelom Gebrye Hayelom Gebrye Raya University, Maychew, Ethiopia --https://scholar.google.com/citations?user=sZOAxegAAAAJ&hl=en Skype: Hayelom.muleta ORCID:- Scopus Author ID:- Sex Male | Date of birth 23/03/1989 | Nationality Ethiopian PREFERRED JOB Research Assistant/Postdoc in Machine Learning/ Deep Learning/ Computer Vision/ Network Security/ Intrusion Detection System WORK EXPERIENCE December 2017 – Present Lecturer and Researcher Raya University, Maychew, Ethiopia ▪ Lecturing Fundamentals of Programming I and II, Object Oriented Programming ▪ Prepared of ICT security policy ▪ Monitor and administer student information management system ▪ Provide technical support for student information system users. ▪ Served as Assistant Registrar Business or sector Public Lecturer (Part time) April 2021-Present Addis Ababa Science and Technology University, Addis Ababa, Ethiopia ▪ Lectured Fundamentals of Programming I and II, Human Computer Interaction and System Simulation and modeling Business or sector Public Lecturer (Contract) July 2022- June 2023 Adama Science Technology University, Adama, Ethiopia ▪ Lectured Fundamentals of Programming and Data Structure and Algorithm Business or sector Public Lecturer and Researcher August 2012- December 2017 Jigjiga University, Jigjiga, Ethiopia ▪ Lectured Fundamentals of Programming I and II, Object Oriented Programming, Integrative technologies and Programming, Advanced Programming, Network Device and Configuration and Advanced Database system. ▪ Served as Head Department of Information Technology ▪ Monitor and administer student information management system ▪ Provide technical support for student information system users. Business or sector Public EDUCATION AND TRAINING September 2019 – July 2025 Ph.D. Candidate in Computer Science and Technology University of Electronic Science and Technology of China, China MSc. In Information Technology Aksum University, Aksum, Ethiopia BSc in Information Technology Hawassa University, Hawassa, Ethiopia © European Union,- | http://europass.cedefop.europa.eu Page 1 / 2 Curriculum Vitae Replace with First name(s) Surname(s) PERSONAL SKILLS Mother tongue(s) Tigrigna, Amharic Other language(s) English Chinese UNDERSTANDING SPEAKING WRITING Listening Reading Spoken interaction Spoken production C1/2 C1/2 C1/2 C1/2 C1/2 A1/2 A1/2 A1/2 A1/2 NONE Levels: A1/2: Basic user - B1/2: Independent user - C1/2 Proficient user Communication skills ▪ Good communication skills gained through my experience as Head department Assistant Registrar, and Ph.D. candidate Organisational / managerial skills Job-related skills ▪ Leadership (previously responsible for a team of 50 people) Replace with any job-related skills not listed elsewhere. Specify in what context they were acquired. Example: ▪ Good command of quality control processes of education Computer skills ▪ Good command of Microsoft Office™ tools, Python, C++, HTML, CSS, PHP, Java programming languages Other skills ▪ MySQL Server 2012 and Network simulation (Packet tracer) ADDITIONAL INFORMATION Publications Conferences References Hayelom Gebrye, Yong Wang, Fagen Li. Computer vision based distributed denial of service attack detection for resource-limited devices. Computers and Electrical Engineering. Volume 120, Part A, 2024, 109716, ISSN-, https://doi.org/10.1016/j.compeleceng- Hayelom Gebrye, Wang Yong. & Li Fagen. Traffic data extraction and labeling for machine learning based attack detection in IoT networks. International Journal of Machine Learning & Cybernetics. 14,- (2023). https://doi.org/10.1007/s- Gebrye Hayelom, Wang Yong & Li Fagen. Feature Extraction and Selection for Floodingbased Multi-class DDoS Attacks Detection in IoT Network.. Submitted to International Journal of Critical Infrastructure Protection. (Status: 1st Revision) Gebrye Hayelom, Wang Yong & Li Fagen. Undersampling and IGFS-GIWRF Boosting Machine Learning Models for IoT Botnet Detection using Unbalanced Dataset. Submitted to International Journal of Machine Learning and Cybernetics. (Status: Under review) A. Mohammed, H. Nahom, A. Tewodros, Y. Habtamu and Hayelom Gebrye, Deep Reinforcement Learning for Computation Offloading and Resource Allocation in BlockchainBased Multi-UAV-Enabled Mobile Edge Computing, 2020 17th International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP), Chengdu, China, 2020, pp. 295-299, doi: 10.1109/ICCWAMTIP-. Prof. Fagen Li (Ph.D.) Ph.D. Supervision -), Email:-Prof. Yong Wang (Ph.D.) Ph.D. Co-Supervision -) Email:-Mr. Abay Teshager (Asso. Prof) MSc Supervision -) Email:-Mr. Abadi Abay (Assistant Prof.) Immediate supervisor -) Email- © European Union,- | http://europass.cedefop.europa.eu Page 2 / 2
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