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Ermias Birhane

@ermiasbirhane

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I build production ML systems and financial analytics platforms for decision-making.

Ethiopia

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What I'm looking for

I'm seeking international remote roles in data science, machine learning engineering, and AI product development, where I can build production ML systems, data pipelines, and financial analytics platforms in async, distributed teams.

At Bunna Bank, I build data pipelines and AI/ML models that support financial decision-making, customer segmentation, and business intelligence. My reusable Python ETL components reduced monthly reporting processing time by 40%, while data-quality frameworks reduced reporting errors by 30%.

Previously at the Information Network Security Administration, I designed fraud detection, anomaly detection, and behavioral-modeling systems processing more than 2 million financial transactions daily. I built TensorFlow/Keras autoencoders and LSTM models that reached 94% precision and 91% recall, and created FastAPI services handling 500+ requests per minute.

I'm comfortable owning end-to-end work from data ingestion and feature engineering through deployment, monitoring, and reproducible experimentation. I work effectively in remote, async teams using GitHub, Jira, Notion, Docker, MLflow, and DVC.

Experience

Work history, roles, and key accomplishments

Current

Data Analyst / AI Professional

Current

Bunna Bank

Jan 2023 - Present (3 years 8 months)

Led data-driven decision-making across banking operations, analyzing financial datasets with Python, SQL, and statistical methods. Built reusable ETL components and developed AI/ML models for customer segmentation and business intelligence.