Machine Learning

Regression, Support Vector Machines (SVM), Naive Bayes, K-Nearest Neighbors (KNN), and Decision Trees.

Deep Learning

Artificial Neural Networks (ANN), Shallow Neural Networks, Deep Neural Networks (DNN), CNN, RNN, R-CNN, and YOLO.

Programming Languages

Python (Pandas, Scikit-learn, NumPy, PySpark, PyTorch, Lightning, Scipy, Skimage, Pydicom, HuggingFace Transformers, mlflow) / R (tidyverse, ggplot)/ Java / TypeScript / JavaScript / Scala / C#/ C++.

Data Pipeline orchestration and Automation tools

Apache Airflow, Luigi, Prefect, Apache NiFi.

ETL and Data Pipelines

dbt, AWS Glue, Azure Data Factory, Google Cloud Dataflow, Apache Kafka.

Data Warehousing

Snowflake, Google BigQuery, Hive, Amazon Redshift.

Big Data Frameworks

Apache Hadoop, Apache Spark (PySpark), Dask.

Cloud Technologies

AWS (S3, Lambda, Athena, Redshift), Google Cloud, Microsoft Azure, Azure Data Engineering.

Databases and Data Modelling

MySQL, SQL Server, PostgreSQL, MongoDB, Datamodelling und Schemadesign (Star Schema, Dimensional Modeling).

Frameworks and Tools

Angular, React.js, Node.js, Django, Express.js, Spring Boot, Docker, Kubernetes, Jira, Power BI, Tableau, MS PowerApps.

CI/CD Pipelines and Version control

Jenkins, GitLab CI, Azure DevOps. Git, GitHub, GitLab, Linux, Shell (Bash and Zsh)

Monitoring and Logging

Prometheus, Grafana, ELK Stack.

Master of Science in Data Science

RWTH Aachen University

10/2024 – Present

Bachelor of Science in Computer Engineering

University of Duisburg-Essen

09/2024

BACHELOR THESIS

University of Duisburg-Essen

Topic
Design, Implementation, and Validation of an Experimental Setup for Determining Motion Primitives of an Existing Ship Model.

Skills Required
Python, C++ (OOP), Matplotlib, Robot Operating Systems (ROS2), Rviz2, Linux, Graphical User Interface (GUI), MQTT, OptiTrack Motive.

Tasks/Achievements
Research on experimentally determined motion primitives and trajectory planning in a maritime context • Theoretical and practical understanding of the design of sea routes in order to understand the non-linear dynamics of ship movements • Generating motion primitives from recorded tracks and storing the data in a suitable format (e.g. Yaml).