Kostiantyn Pysanyi

* Medical image analysis and processing. Creating data pipelines. * Researching, designing, training, and deploying computer vision models. Analyzing, documenting, and presenting results. * Development of an automatic hip/knee implant parameter calculation based on X-ray images (2D/3D registration). * Development of a 3d cell segmentation and tracking for individual drug screening of viable tumor tissue slices from cancer patients.

• Inverse reinforcement learning for autonomous driving problems. Proximal Policy Optimization. • Development of an application to test the components of a car's autonomous driving function.

• Developed a deep learning model for anatomical landmark localization for lumbar segmental angle estimation, improving model accuracy by 30%. Created a confidence score do detect weak predictions. • Built comprehensive data pipelines, managed model validation, and successfully deployed models into production.

Erstellung der Dokumentation, Ergebnisvergleichsberichte, OOPProgramierung, Entwicklung der Hyperparameter-Optimierungsbibliothek