Deep Learning-Enabled Skin Disease Diagnosis: A Systematic Review of Techniques and Trends
Published by
Scientific Reports (Under Review)
Summary
Conducted a systematic review of deep learning techniques and trends for skin disease diagnosis.
About
Highly accomplished Computer Engineer with over seven years of academic research and teaching experience, specializing in Data Science, Machine Learning, and Artificial Intelligence. Currently advancing biomedical engineering through deep learning model development for surface EMG-based upper limb movement control. Possesses a strong foundation in theoretical and scientific data science, poised to contribute innovative solutions in challenging research and development environments.
Work
University of Messina
|Researcher
Messina ME, Sicily, Italy
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Summary
Led a funded research project focused on developing advanced deep learning models for precise upper limb movement control using surface electromyographic (sEMG) signals.
Highlights
Led a funded research project to develop advanced deep learning (DL) models for upper limb movement control using surface electromyographic (sEMG) signals.
Designed and implemented innovative DL architectures, contributing to the advancement of biomedical engineering and rehabilitation systems.
Optimized sEMG data processing pipelines, improving model accuracy and real-time performance for critical applications.
Adama Science and Technology University
|Lecturer
Adama, Oromia, Ethiopia
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Summary
Contributed to the computer science and engineering department through teaching, research, student mentorship, and active participation in academic program development.
Highlights
Developed and delivered a diverse curriculum across 5+ computer science and engineering courses, including Mobile Computing and Embedded Systems, to undergraduate students.
Engaged in active research, publishing multiple papers in reputable journals and conferences, significantly contributing to academic knowledge.
Mentored and supervised over 15 undergraduate students on research projects, fostering their technical skills and academic growth.
Contributed to departmental initiatives, enhancing academic programs and curriculum development to meet evolving industry demands.
Arba Minch University
|Lecturer
Arba Minch, SNNPR, Ethiopia
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Summary
Provided over five years of dedicated academic instruction, research, and student mentorship across diverse electrical and computer engineering disciplines.
Highlights
Taught a broad range of 10+ undergraduate courses in electrical and computer engineering over 5.5 years, impacting hundreds of students.
Conducted impactful research in AI, deep learning, NLP, and health monitoring systems, resulting in multiple publications and project collaborations.
Provided academic guidance and mentorship to students, supporting their career development and successful project completion.
Collaborated with colleagues on 3+ research projects and grant proposals, securing vital resources for academic initiatives.
Education
Addis Ababa University
Addis Ababa, Addis Ababa, Ethiopia
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Master of Science
Computer Engineering
Arba Minch University
Arba Minch, SNNPR, Ethiopia
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Bachelor of Science
Electrical and Computer Engineering
Publications
Efficient Skin Disease Classification Using Attention-Enhanced CNN-Transformer Fusion
Published by
Scientific Reports (Under Review)
Summary
Developed an efficient skin disease classification method using attention-enhanced CNN-Transformer fusion.
Depth-wise Separable Deep Networks with Late Fusion Strategies for Automated Skin Disease Classification
Published by
Scientific Reports (Under Review)
Summary
Proposed depth-wise separable deep networks with late fusion strategies for automated skin disease classification.
Innovative Solutions for Enhanced E-commerce Recommendation Systems: A Deep Learning Approach to Personalization, Diversity, and Real- Time Adaptability
Published by
Scientific Reports (Under Review)
Summary
Explored innovative deep learning solutions for enhanced e-commerce recommendation systems, focusing on personalization, diversity, and real-time adaptability.
Examine the Impact of Normalizing and Using Amharic Informal Opinionated Features in Sentiment Analysis
Summary
Explored the impact of normalizing and utilizing Amharic informal opinionated features for sentiment analysis.
Sputum smears quality inspection using an ensemble feature extraction approach.
Summary
Investigated sputum smear quality inspection through an ensemble feature extraction approach.
Acceleration of Deep Neural Network Training Using Field Programmable Gate Arrays
Summary
Authored research on accelerating deep neural network training using Field Programmable Gate Arrays.
Design and implementation of heart beat monitoring using PIC microcontroller
Summary
Contributed to the design and implementation of a heart beat monitoring system utilizing a PIC microcontroller.
Languages
Afaan Oromo
English
Amharic
Certificates
Certificate in Getting Started with Deep Stream for Video Analytics on Jetson Nano
Issued By
NVIDIA Deep Learning Institute
Certificate in AWS for Beginners
Issued By
Great Learning
Certificate in Getting Started with AI on Jetson Nano
Issued By
NVIDIA Deep Learning Institute
Certificate in Machine Learning
Issued By
Stanford University
Certificate in CCNA R&S Connective Network
Issued By
Arba Minch University
Certificate in Routing and Switching Essentials
Issued By
Arba Minch University
Certificate in CCNA R&S Scaling Network
Issued By
Arba Minch University
Certificate in CCNA R&S Introduction to Network
Issued By
Arba Minch University
Certificate in Instruction Skill Training
Issued By
Arba Minch University
Skills
Programming Languages
Python, C++, PHP, HTML, JavaScript, CSS, MySQL.
Data Science & Machine Learning
Deep Learning, Machine Learning, Data Science, Artificial Intelligence (AI), Natural Language Processing (NLP), Data Analysis, Data Visualization, SQL, Databases.
Cloud & Development Tools
Cloud Computing (AWS, IBM Cloud), Git, GitHub, Linux Commands, Shell Scripting, Software Engineering.
Hardware & Embedded Systems
Embedded Systems, Robotics, PIC Microcontroller, Jetson Nano, Video Analytics.
Biomedical Applications
Surface Electromyography (sEMG), Health Monitoring Systems, Heart Rate Monitoring, Oxygen Level (SpO2), Blood Pressure (BP), Rehabilitation Systems.
Research & Academic Skills
Academic Mentorship, Curriculum Development, Research Project Management, Grant Proposals, Scientific Publication, Peer Review.
Productivity Tools
Microsoft Word, Excel, PowerPoint, Access, Outlook.
Interests
Hobbies
Reading (books, scientific papers, newspapers), Sports, Nature admiration.
Projects
Development of Machine Learning Models for Upper Limb Movement Control
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Summary
As a Researcher, led a funded research grant project focusing on applying machine learning and EMG signal processing to develop rehabilitation systems.
Afaan Oromoo Hateful Memes Detection on Social Media
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Summary
Collaborated as a co-author on a research project funded by Adama Science and Technology University (ASTU), focusing on the application of Artificial Neural Networks for hateful meme detection.
Health Monitoring System Development
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Summary
Served as a Principal Investigator (PI) for a research project funded by Arba Minch University (AMU), focusing on developing a comprehensive health monitoring system.