CEO | Lead Developer
2019 - 2022specTelligence- Developed an innovative mobile sensing system that combines the smartphone display and front-facing camera to facilitate basic spectral measurements with regular smartphones.
- Implemented a large-scale machine learning cloud to automatically analyze and evaluate spectral information in a problem-specific domain.
- Designed an online platform for customers to manage acquired data and deploy custom applications based on spectral sensing technology.
Technologies: Laravel, PHP, Vue, JavaScript, Android, Java, Python, Mobile App Development, Web App Development, Data Research, Image Analysis, Machine Learning, HTML5, PWAResearch Manager
2011 - 2020Fraunhofer IFF- Developed an automated measurement robot equipped with various spectral sensors to identify the conditions of leaf samples in a biological research facility.
- Designed and implemented a highly flexible plugin-based software framework to dynamically interconnect various sensing devices with user interfaces and machine learning tools for data analysis.
- Implemented a high-throughput system for the real-time analysis of high-resolution sensor data with highly optimized machine learning models.
Technologies: Python, Machine Learning, Data Science, C++Junior Researcher
2015 - 2017University of Groningen- Developed algorithms to detect and exploit the functional characteristics of input data to drastically improve the performance of machine learning processes.
- Published and presented research results at various renowned national and international conferences.
- Extended and optimized a custom machine learning toolbox for MATLAB focused on prototype-based classification systems.
Technologies: Machine Learning, Data Science, Python, MATLAB, MATLAB Statistics & Machine Learning Toolbox