Research Group
Ján is a senior full-stack developer and researcher specializing in AI integration and innovative technology solutions in healthcare. With extensive experience in machine learning, microservices, and DevOps, he has recently shifted his focus towards advancing generative AI technologies. His work includes developing AI-powered medical imaging systems, clinical decision support systems, and contributing to ethical AI practices.
Selected Achievements
- Co-authored paper An AI-Powered Clinical Decision Support System to Predict Flares in Rheumatoid Arthritis: A Pilot Study.
- Developed the Rheuma Care Manager AI MVP to predict adverse effects of BDMARD drugs, resulting in two patents.
- Specialized in deep learning for healthcare imaging with MONAI and AI-powered imaging decision support systems.
- Led efforts for ethical AI reports, such as model cards for developed web applications with integrated ML predictions.
- Developed prototypes using generative AI technologies, including local RAG solutions, LangChain agents, image generation with Stability AI and ComfyUI, fine-tuning, and LoRA creation.
Selected Activities
- Participating in the AI-Auditology project focusing on research of social media platforms and AI transparency.
- Contributed to the development of AI-powered medical imaging systems for healthcare.
- Authored ethical AI reports ensuring AI applications are safe and transparent.
- Exploring new ways to integrate AI into real-world applications, making a significant impact in the field of AI research and development.