- Developing deep learning methods for human behavior monitoring.- Focusing on long-term multi-object tracking (MOT) with segmentation masks, re-identification (re-ID), and other strong association cues to improve MOT performance.

- Focused on the theme of map-based classification of airborne laser and image data.- Explored various computer vision and deep learning techniques for semantic segmentation of 2D images and 3D laser data, aiming to detect changes and update outdated digital maps.

- Focused on player and ball tracking in soccer match videos, with ball tracking approached as single-object tracking (SOT) and player tracking as multi-object tracking (MOT).- Contributed to a long-term tracking development project.- Adapted tracking algorithms for a patient analysis project.

- Supervised and assisted students during practical sessions for undergraduate courses.- Provided instruction on assignments and exercises, addressed content-related questions, and offered guidance throughout the learning process.- Graded assignments and exams.Included courses:- Machine Learning- Software Engineering- Data Structures and Algorithms- Introduction to Programming- Introduction to Computer Science- Linear Algebra

Field of the internship assignment: Computer Vision - Activity Recognition.- Developed an activity recognition system to analyze human actions and interactions using computer vision techniques.- Utilized state-of-the-art methods including object detection, face detection and recognition, object tracking, emotion recognition and human pose estimation.- Advanced a skeleton-based action recognition component.

- Contributed to the development and maintenance of a machine analysis tool using Java, Delphi, and Python in an Agile/Scrum team environment.- Collaborated with the team to translate customer requirements into design, implementation, and testing phases.- Assisted with product support by addressing customer requests and resolving issues.Built development scripting tools to support team processes and improve efficiency.- Prepared and updated requirements and test documentation as part of the team's quality assurance efforts.- Utilized Jenkins and SVN for continuous integration and version control within the team.

- Contributed to the development of software for an online banking project, following project documentation and using technologies like Java SE/Java EE, Spring, Hibernate, XML, Linux, Git, Maven, and Liquibase.- Collaborated with the team to jointly prepare technical documentation for the developed software components.- Collaborated with the support department to resolve issues and provide assistance for the software created by the team.- Worked as part of an Agile/Scrum team using tools such as Jenkins, Gerrit, Oracle SQL Developer, Jira, and Confluence to ensure efficient development and delivery.

- Completed technical training in Java basics, object-oriented design with Spring Framework, Java SE design patterns, relational databases, Hibernate ORM, and continuous integration using tools like IntelliJ, Maven, Git, and Linux.- Contributed to the development of Java EE applications using Servlet API and JSP in the MVC model.- Performed programming tasks and conducted unit testing to ensure software functionality.- Collaborated with the team to prepare technical documentation for the developed components.