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Yohannes Melese
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Research

My research contributions in machine learning, hardware acceleration, and data science.

FPGA-Based Ensemble Neural Networks

2024-01-15

FPGANeural NetworksHardwareVerilog

performance: Real-time inference at 100 FPS

accuracy: 95% ensemble accuracy

COVID-19 Case & Death Prediction for Ethiopia

2022-03-10

Machine LearningTime-Series ForecastingHealthcareResearch

performance: Captures seasonality & vaccination effects

impact: Co-authored study at the ASTU AI facility

Efficient Deepfake Detection for Low-Resource Settings

2025-04-15

Deep LearningComputer VisionDeepfakesResearch

performance: Targets low-power, offline-capable inference

impact: Survey of lightweight detection for developing nations

© 2026 Yohannes Melese