Ribka Tiruneh User
@ribkatirunehuser
I build reproducible AI/ML systems for complex real-world data.
What I'm looking for
At NEOALI, I developed and deployed NLP systems, including Llama 3 fine-tuning and retrieval-augmented generation workflows for document classification and information extraction over messy production data.
At George Washington University, I reduced a 90,000-node physics-based simulation to 177 nodes while preserving functional behavior. I built the evaluation framework, ran systematic ablations, achieved 91% peak reconstruction accuracy, and created reproducible Python optimization pipelines.
My work spans machine learning modeling, time-series signals, NLP, computer vision, data pipelines, and production-ready APIs. I bring rigorous baselines, cross-validation, uncertainty analysis, documentation, and reproducibility controls to ambiguous research problems.
I've also built predictive decision-support prototypes, published research as a co-author, and defended a thesis on reduced-scale CA3-inspired neural networks.
Experience
Work history, roles, and key accomplishments
Graduate Research Assistant, Machine Learning Modeling and Evaluation
The George Washington University
Aug 2024 - May 2026 (1 year 9 months)
Built a surrogate model reducing a 90,000-node physics-based simulation to 177 nodes, defining problem statements, success metrics, and validation plans. Ran systematic ablation studies and built reproducible Python pipelines for large-scale hyperparameter optimization.
Education
Degrees, certifications, and relevant coursework
The George Washington University
Master of Science, Electrical Engineering
2024 -
Grade: 3.97
Pursuing a Master of Science in Electrical Engineering with a GPA of 3.97. Research focuses on pattern storage and retrieval in reduced-scale neural networks.
KAIST
Bachelor of Science, Computer Science
2017 - 2022
Activities and societies: Lim Mi-sook Scholarship (2021), Yoon-Kim Award (2020), Line Scholarship (2019), KAIST Full-Ride Scholarship (2017–2021)
Earned a Bachelor of Science in Computer Science with double major in Business & Technology Management and semi-minor in AI. Awarded multiple scholarships including the KAIST Full-Ride Scholarship.
Availability
Location
Authorized to work in
Website
ribka-portfolio.vercel.appPortfolio
ribka-portfolio.vercel.appJob categories
Skills
Interested in hiring Ribka Tiruneh?
You can contact Ribka Tiruneh and 90k+ other talented remote workers on Himalayas.
Message Ribka TirunehGet matched with your dream remote job
Sign up now and join over 250,000+ remote workers who receive personalized job alerts, curated job matches, and more for free!
