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Work Background
Independent | FreelanceMachine Learning Engineer
Jan. 2023Built full ML pipelines: web scraping, preprocessing, training, evaluation & deployment (PyTorch/TensorFlow). Developed RAG systems and LLM applications for domain-specific QA and knowledge retrieval. Created Computer Vision models (SwinIR restoration, OCR, object detection, medical X-ray) with data augmentation. Engineered scalable pipelines (SQL, MongoDB, ChromaDB) optimized for low-resource hardware. Optimized models via tuning, cross-validation, error analysis and metrics.
Tes PetroliumData Analyst
Jan. 2022 - Jan. 2023Applied ML models and statistical analysis on business data for predictive insights. Automated preprocessing, feature engineering, visualization and reporting pipelines (Python/SQL).
JootChief Executive Officer
Jan. 2013 - Jan. 2022Ulaanbaatar Hot, Mongolia
JOOTMobile Engineer
Jan. 2013 - Jan. 2022Ulaanbaatar Hot, Mongolia
Joot LLCFounder
Jan. 2013 - Jan. 2022Founded and scaled mobile app startup delivering production Android/iOS apps (Swift, Kotlin, Java, Flutter). Managed full lifecycle: architecture, development, deployment, maintenance and monetization.
Mongolian National University of Medical SciencesGeneral Surgery Resident
Jan. 2009 - Jan. 2012Completed clinical residency focused on diagnostic reasoning and high-pressure decision-making. Developed analytical skills transferable to ML experimentation and model debugging.
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