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Ainebyona AbubakerAA
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Ainebyona Abubaker

@ainebyonaabubaker

I’m a Machine Learning Engineer specializing in computer vision, deep learning, and production AI deployment.

Uganda
Message

What I'm looking for

I’m looking to build end-to-end AI products—owning pipelines from data preprocessing to cloud deployment—where I can ship reliable computer vision and NLP systems with strong MLOps practices, measurable performance, and secure operations.

I’m a Machine Learning Engineer with hands-on experience in computer vision, deep learning, and AI system deployment. I built and deployed production-grade AI pipelines, including a live face verification SaaS with anti-spoofing for universities.

I architected an end-to-end face verification attendance system with InsightFace (ArcFace embeddings), anti-spoofing detection, and ONNX Runtime for low-latency inference. I designed an async FastAPI backend for face capture, embedding generation, verification, and attendance marking, then deployed containerized microservices with encrypted storage and role-based access control. I also built a Flutter mobile client and a pure HTML dashboard for real-time capture and attendance analytics.

I enjoy shipping models and applications that perform in the real world. I fine-tuned DistilBERT for spam classification to achieve 98% accuracy with deployment on Hugging Face Hub using an interactive Gradio interface, and I built a live REST-based weather app deployed on Streamlit Community Cloud.

Experience

Work history, roles, and key accomplishments

AA
Current

Machine Learning Engineer

Ainebyona Abubaker

Jan 2025 - Present (1 year 2 months)

Built and deployed a live face verification attendance SaaS for universities with anti-spoofing, InsightFace (ArcFace embeddings), and ONNX Runtime, including an async FastAPI backend and containerized microservices on Railway. Developed supporting apps and ML work, including a DistilBERT SMS spam classifier achieving 98% accuracy and deploying a real-time weather app on Streamlit Cloud.

Education

Degrees, certifications, and relevant coursework

Nkumba University logoNU

Nkumba University

Bachelor of Science, Information Systems & Technology

2024 -

Grade: CGPA: 3.37

Pursuing a B.Sc. in Information Systems & Technology at Nkumba University (CGPA: 3.37).

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