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Yohannes Melese
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Projects & Research

A collection of my work in machine learning, hardware acceleration, and data science.

FPGA-Based Ensemble Neural Networks

2024-01-15

FPGANeural NetworksHardware
95% ensemble accuracy
Real-time inference at 100 FPS

Intelligent Surveillance System

2023-06-20

Computer VisionDeep LearningReal-time
High detection accuracy
Real-time processing

COVID-19 Case & Death Prediction for Ethiopia

2022-03-10

Machine LearningTime-Series ForecastingHealthcare
Captures seasonality & vaccination effects

Efficient Deepfake Detection for Low-Resource Settings

2025-04-15

Deep LearningComputer VisionDeepfakes
Targets low-power, offline-capable inference

Gibirx — Smart Tax Platform

2024-08-01

FintechFull-StackMobile
Real-time tax calculation & estimation

Online Tax Filing System (SE Project)

2023-06-01

Software EngineeringSystem DesignTax

Multi-Way Smart Traffic Control

2024-05-01

Computer VisionReinforcement LearningSmart City
Real-time YOLO detection + adaptive signal timing

Tax Document Extraction Pipeline

2025-02-01

OCRLLMDocument AI
Classification → extraction → validation pipeline

Agentic Support Copilot

2025-03-01

Agentic AIRAGLLM
RAG retrieval over a maintained knowledge base

© 2026 Yohannes Melese