Portfolio Projects
Selected works across multiple domains
AI and Data Science
AI-Driven Time Series Forecasting for Risk-Optimized Portfolios
Project Title: Smarter Investments with TimeSeries Forecasting
Duration: Feb 2025 – Mar 2025
Role: Quantitative Analyst
Code: View Repository
Key Achievement: Developed an ARIMA forecasting pipeline for TSLA stock prices that informed portfolio optimization strategies, achieving a 0.999 Sharpe Ratio through 10% TSLA/46% BND/44% SPY allocation while reducing model runtime by 96%.
AI-Powered Data Warehousing for Real-Time Ethiopian Healthcare Analytics
Project Title: Building a Data Warehouse to store data on Ethiopian medical business data scraped from telegram channels
Duration: Jan 2025 – Feb 2025
Role: AI Engineer
Code: View Repository
Key Achievement: Designed and deployed a full-stack pipeline for medical data aggregation, achieving a 20% increase in product recognition accuracy through automated scraping, YOLOv5 detection, and real-time API delivery.
Fine-Tuning Large Language Models for Amharic Named Entity Recognition
Project Title: Automating Amharic E-Commerce with Smart Entity Extraction
Duration: Jan 2025 – Feb 2025
Role: Machine Learning Engineer
Code: View Repository
Data-Driven Marketing Optimization for Car Insurance Claims
Project Title: Tansforming Risk Assessment with Advanced Analytics
Duration: Dec 2024 – Jan 2024
Role: Data Scientist
Code: View Repository
Unlocking Growth Opportunities in Telecom Through Behavioral Analytics
Project Title: Uncovering Growth Goldmines: Data-Driven Insights from Telecom User Behavior
Duration: Dec 2024 – Jan 2024
Role: Lead Data Analyst
Code: View Repository
Forecasting Stock Trends with Financial News Sentiment Analysis
Project Title: MarketPulse: Decoding Alpha Through NLP and Sentiment-Driven Forecasting
Duration: Nov 2024 – Dec 2024
Role: Lead Data Scientist
Code: View Repository
Multiclass Classification of DDoS Attacks Using Deep Learning

Project Title: Application layer DDoS Attacks Classification Using Deep Learning Duration: January 2022 – Mar 2023
Role: Lead Developer
Code: View Repository
Key Achievement: Developed and deployed a deep learning-based classification method for advanced Application layer DDoS attacks using the CICDDoS2019 dataset, achieving over 99% accuracy on three models and 98% on CNN, thereby surpassing prior approaches limited to fewer protocols.
Research Projects
Detecting Spam in Ethiopia’s Messaging Landscape with AI

Project Title: Amahric SMS Spam Detection Using Deep Learning
Duration: Jan 2024 – Present
Role: Research Assistant
Researchers: Woineshet Fentahun, Fitsum Assamnew (PhD)
Key Achievement: Developed and trained deep learning models on custom-collected Amharic SMS data to effectively detect spam messages, addressing a national research gap in low-resource NLP.
Automated Construction of a New Dataset for Histopathological Breast Cancer Images

Project Title: Automated Construction of a New Dataset for Histopathological Breast Cancer Images
Duration: Jan 2023 - Jan 2024
Role: Research Assistant
Researchers: Kalkidan Kebede, Fitsum Assamnew (PhD)
Paper: View Research
Loyalty in Flight: Elevating Ethiopian Airlines' Loyalty Through Integrated Marketing Strategies

Project Title: Effects of Integrated Marketing Communication on Brand Loyalty: The Case of Ethiopian Airlines.
Duration: Jan 2022 - Oct 2023
Role: Research Assistant
Researchers: Mahider Alemayehu, Ephrem Assefa (PhD)
Skyrocketing Success: How Digital Marketing Boosted Ethiopian Airlines' Performance

Project Title: Effects of Digital Marketing on Ethiopian Airlines Performance
Duration: Jan 2022 - Oct 2023
Role: Research Assistant
Researchers: Zinabu Endale, Hailemelkot Taye (PhD)
Real-Time Traffic Light Control System using Computer Vision

Project Title: Real-Time Traffic Light Control System using Computer Vision
Duration: Jan 2018 - June 2018
Role: Developer
Members: Abel Aregawi, Beakal Amenu
Key Achievement: Built a functional prototype using OpenCV, Python, and Arduino to dynamically adjust traffic lights based on real-time vehicle detection, reducing wait times and improving traffic flow for my bachelor’s degree project.
High-impact Projects
Next-Gen Network Security for Banking Infrastructure

Project Title: Supply, Design, Installation, Implementation and Commissioning of Perimeter Firewall HW
Duration: Feb 2025 - July 2025
Role: Project Manager
Key Achievement: Spearheaded Dashen Bank’s cybersecurity upgrade by leading a perimeter firewall upgrade project, coordinating logistics, training, and implementation planning to secure mission-critical infrastructure.
Network Infrastructure for Healthcare Facilities

Project Title: Network Infrastructure for Chifra Primary Hospital and Harbu Health Center.
Duration: Feb 2025 - June 2025
Role: Project Manager
Key Achievement: I initiated and executed civil and SCS works, coordinated item supplies, and streamlined the network installation process paving the way for Ministry of Health projects, resulting in improved connectivity, efficient deployment, and enhanced patient care.
Network Deployment for Educational Assessments

Project Title: Supply, Installation, and Configuration of Active Device Network Infrastructure for the Educational Assessment and Examination Services
Duration: December 2024 - February 2025
Role: Project Manager
Key Achievement: Spearheaded the end-to-end deployment of a secure network infrastructure for Education Assessment and Examinations Service, optimizing performance by 30% and reducing vulnerabilities by 25%.
EduSpark: Smart Classroom Transformation for Bonga University

Project Title: Integrated Smart Classrooms
Duration: May 2023 - Jan 2024
Role: Project Manager
Smart & Secure Campus Revolution for Mizan Tepi University

Project Title: Supply, Installation, Commissioning and Training of Campus Security Systems
Duration: May 2023 - Present
Role: Project Manager
Key Achievement: Spearheaded campus-wide security modernization managing 20+ change orders, delivering 40% faster incident response through integrated surveillance-access control systems while maintaining 95% academic continuity during deployment.
Unified IT Infrastructure for African Union

Key Achievement: Initiated and led a cross-functional team to launch and execute a healthcare network project, including coordinating international training, ensuring smooth implementation and operational readiness.
IT Infrastructure Modernization funded by The World Bank

Project Title: Supply, Installation and commissioning of Data Center Solution (turnkey) for Three Ethiopian Government Agencies (EMI, ECAE and IES).
Duration: Feb 2023 - May 2023
Role: Project Manager
Key Achievement: Orchestrated a $2.5M infrastructure modernization for three government agencies, deploying 150+ network devices and Microsoft SQL servers while coordinating cross-agency teams to achieve 40% reduced downtime within 3 months.
Software Projects
Coding Myself into the Web: My Personal Portfolio Site

Project Title: This Personal Website
Duration: Mar 2025 - Apr 2025
Role: Web Developer
Environment: HTML, CSS, JavaScript, Jekyll, GitHub Pages
Scaling Connections: Web-Based A2P Messaging Platform for DaguSMS

Project Title: DaguSMS Web Application Development
Duration: Jul 2023 - Sep 2024
Role: Scrum Master / Project Manager
Software Link: Visit Application
Streamlining Crime Data Management for the FDRE Ministry of Justice

Project Title: FDRE Ministry of Justice Crime Registration and Management System
Duration: Aug 2021 - Nov 2023
Role: System Engineer
Environment: PHP, CodeIgniter framework, Apache, Ubuntu, PostgreSQL, Kannel SMS, Bash
Banking on First Impressions: Tsedey Bank Website Redesign

Project Title: Tsedey Bank Website Redesign
Duration: Nov 2022 - Jan 2023
Role: Scrum Master / Project Manager
Environment: Wordpress
Software Link: Visit Website
Ride Plus: Next-Gen Passenger Management Platform

Project Title: Ride Plus Mobile App Development
Duration: Nov 2021 – Aug 2022
Role: System Engineer
Environment: PHP, Javascript, CodeIgniter, Apache, Ubuntu, PostgreSQL
Software Link: Visit Application
Empowering Microfinance with Symfo

Project Title: Symfo Microfinance Management System
Duration: Jun 2021 - Dec 2021
Role: System Engineer
Environment: Laravel, PostgreSQL, JavaScript, Bootstrap, Linux
Software Link: Visit Application
Smart Last-Mile Delivery System for Real-Time Fleet Management

Project Title: Balderasu Last Mile Delivery Management and Tracking System
Duration: Dec 2019 - Jun 2021
Role: System Engineer
Environment: PHP, CodeIgniter framework, Apache, Ubuntu, PostgreSQL, Kannel SMS, Bash
Software Link: Visit Application
Community Service
Empowering Lives through Sponsorship with Mary Joy Ethiopia

Project Title: Sponsorship Initiative for Education and Elderly Care
Duration: Jul 2024 – Present
Role: Sponsor
Key Achievement: Initiated and sustained a dual-focused sponsorship program providing continuous support for a child’s education and elderly care needs, achieving 100% school attendance and essential medical coverage for sponsored beneficiaries.
Baking a Better Future for Vulnerable Families
Project Title: Bread of Hope: Sustainable Bakery Initiative for Zewditu Meshasha Children and Family Welfare Development Association
Duration: Jan 2024 – Present
Role: Project Member
Key Achievement: Contributing to the establishment of a sustainable bakery initiative aimed at providing nutritious food and generating long-term income for over 100 beneficiaries, throuth Rotary club of Addis Ababa Enderasse.
