Dmitriy Kim

ML Engineer

Wowvos Co. Ltd

Built a prototype fundus image analysis tool, trained retinal lesion and diabetic retinopathy models, and added diagnostic heatmaps.

• Built a prototype AI tool for medical fundus image analysis to help the business validate a new client-facing service. • Trained computer vision models to detect retinal lesions and classify the severity of diabetic retinopathy. • Experimented with and ensembled deep learning architectures to improve diagnostic accuracy and stability. • Integrated Explainable AI (heatmaps) so doctors can clearly see what parts of an image influenced the model’s diagnosis. • Structured the codebase with modular architecture and automated testing for easy maintenance and scaling.

AI/ML Engineer

Habsida Co. Ltd

Built candidate prediction and course recommendation models, analyzed user behavior, and deployed inference APIs for marketing decisions.

• Built predictive models to analyze candidate profiles and engagement, improving conversion rates for training programs. • Developed a personalized recommendation engine that matches applicants with relevant courses based on their background. • Extracted and preprocessed user interaction data using Pandas/Polars to uncover user drop-off points and behavioral trends. • Benchmarked tabular models (XGBoost, Scikit-Learn) and deployed inference APIs using FastAPI to automate marketing decisions.

Telecommunications and Information Technology

Brno University of Technology