Available to hire
I am a ML Engineer with 5 years of experience in NLP, deep learning, and financial analytics. I design NLP pipelines and deploy end-to-end ML workflows using transformers, PyTorch, TensorFlow, and modern orchestration tools. I have hands-on experience with cloud ML platforms (GCP Vertex AI, AWS SageMaker, Azure), scalable data processing with Apache Beam and Airflow, and model deployment with CI/CD pipelines. I thrive on turning data into actionable insights and delivering AI-powered solutions across risk analytics, customer insights, and automation.
Skills
Experience Level
Expert
Expert
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Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Language
English
Fluent
Russian
Fluent
Armenian
Fluent
Work Experience
Machine Learning Engineer at AraratBank
August 1, 2024 - PresentAutomated and improved IFRS 9 and ECL reporting processes with Python, reducing manual workload and improving audit reliability. Designed and deployed Probability of Default (PD) models for retail and SME portfolios, integrated into reporting pipelines. Built data processing workflows with Apache Beam and Airflow (Composer) to streamline risk data ingestion and pre-processing. Used GCP Vertex AI to operationalize risk models, ensuring scalability and reliability. Established CI/CD with GitHub workflows for retraining and deployment of ML pipelines. Developed tools for Loan-to-Deposit (LTD) ratio monitoring and stress testing. Applied portfolio optimization techniques to improve risk-return trade-offs.
Machine Learning Engineer at Dania LLC
August 1, 2024 - October 27, 2025Built and optimized NLP and ML models using TensorFlow and PyTorch, enabling text classification and prediction tasks. Developed scheduled data pipelines with Airflow, supporting business analytics and reporting. Integrated geospatial data into ML workflows for enhanced insights. Communicated findings with visualizations and tailored reports to stakeholders.
Data Scientist / Machine Learning Engineer at VXSoft LLC
July 1, 2023 - October 27, 2025Designed Python-based ETL scripts for data cleansing, ingestion, and pre-processing. Supported web applications by integrating ML-driven components. Delivered insights through Python visualizations and dashboards.
Freelance Data Scientist at Independent Contractor (Remote)
April 1, 2022 - October 27, 2025Delivered forecasts, classifications, and dashboard solutions for international clients. Built ML models with Python and automated deployment pipelines. Presented results using Power BI and custom visualizations.
Education
B.S. in Data Science at American University of Armenia
August 1, 2020 - May 1, 2024Qualifications
Industry Experience
Financial Services, Software & Internet, Professional Services, Media & Entertainment, Education
Skills
Experience Level
Expert
Expert
Expert
Expert
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Expert
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
Intermediate
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