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Bachelor's Thesis in Time Series Analysis
HTWG Konstanz
May 2024 – Jul 2024
Konstanz, Germany

• Implemented a neural network (LSTM using PyTorch), a decision tree model (XGBoost), and a statistical model (ARIMA) to forecast electricity consumption at Fondium's forming facility in Singen, Germany
• Processed raw data with Pandas and NumPy to enable efficient model training with Scikit-learn, reducing training time by 40% while maintaining the same prediction accuracy
• Developed an algorithm that improved production planning and reduced electricity costs by 5.48%, by shifting output from high to low electricity pricing periods
• Optimized models through hyperparameter tuning and evaluated them using performance metrics (MAE, RMSE, R²) to ensure the best prediction accuracy

Skills: Python · PyTorch · XGBoost · Pandas · NumPy · Matplotlib · Seaborn · Scikit-learn · Statsmodels · Machine Learning · Deep Learning · Data Processing · Correlation Analysis · Hypothesis Testing · Hyperparameter Tuning

Programming Tutor
HTWG Konstanz
Oct 2023 – Jan 2024
Konstanz, Germany

• Supported and mentored over 15 students in learning C programming language
• Assisted the professor with exam preparation, administration, grading, and feedback

Skills: C Programming · Tutoring

Software Development Intern
Hoval
Sep 2022 – Feb 2023
Vaduz, Liechtenstein · On-site

• Developed software and electrical applications for heat pump systems
• Optimized Modbus scripts using JavaScript by modularization, resulting in a 66% reduction in query time and a 73% reduction in component configuration time compared to the previous tool
• Created over 20 unit tests with Jest for a heat pump configurator to ensure quality assurance

Skills: JavaScript · Modbus · JSON · XML · Modularity · Unit Testing · Jest · Git

HTWG Konstanz
Master of Engineering - Electrical Systems (EIM)
Oct 2024 - Aug 2026 (expected)

HTWG Konstanz
Bachelor of Engineering - Electrical Engineering and Information Technology (EIB)
Oct 2019 - Aug 2024

Bachelor's degree certificate
HTWG Konstanz
Issued Oct 2024 · No Expiration Date
See credential

Internship certificate
Hoval
Issued Feb 2023 · No Expiration Date
See credential

• Programming Languages: JavaScript, Python, C, C++, C#, Java
• Embedded Hardware: Raspberry Pi, STM32, Arduino
• Cloud & IoT: Azure, ThingsBoard, Node-RED, Grafana, InfluxDB
• Systems & Protocols: Embedded Systems, FreeRTOS, MQTT, Modbus, I²C, UART
• Tools: Git, Docker, Unit Testing (Jest)
• Software: MATLAB, Simulink, LTspice, EMPro
• Languages: Chinese (native), German (fluent), English (upper-intermediate)