Schlagwörter
Skills
Fähigkeiten, Kenntnisse
Senior Data Scientist, Data Engineer & Software Engineer | USU Software AG December 2019 - Present - Machine Learning and Deep Learning - Development of Neural Network Architectures: Auto-encoders for 3D Point Clouds (3D CAD Data), for time series data and for 2D image data
- Application of Data Analysis, Machine Learning and Deep Learning in mechanical engineering: Plant engineering and additive manufacturing via Selective Laser Melting
- Text classification, sentiment analysis
- Design and development of data and AI driven micro-services with Domain Driven Design (DDD)
- Cloud deployment of data and AI driven services with Docker, Kubernetes and related tools
- Working with major engineering companies such as Mercedes Benz, Bosch, Endres+Hauser and others
Software Develoment Manager | Lexoro Tech January 2015 - March 2018 - Founding and training a new development team (10+ people)
- Assessing, training and managing developers
- Managing software development for major medical research institutes
- Development of a training environment for AI training of a self-driving robot for Bosch Scientific Researcher: Information Management in Engineering | Karlsruhe Institute of Technology January 2004 - November 2014 - Development of 3D visualizations of CAD data for a CAVE (professional 3D multi-projection display with ~5m size and 3 projection walls). C++ and Linux.
- Research and development of an OWL-DL ontology based AI model of engineering functions of mechatronic products. Application in mechatronics, energy management and civil engineering in three large European level research projects: ImportNET, CONCERTO Premium and KnoHolEM.
- Implementation of the functional semantic model in the graph database Neo4J - PhD thesis "Functional Modeling in Industrial Planning"
- Data Science
- Künstliche Neuronale Netze, Encoder / Decoder Architekturen, Transformer Modelle: PyTorch, FastAI, PyTorch Lightning
- Natural Language Processing & Understanding, Knowledge Extraction: SpaCy, RASA
- Ontologien: OWL-DL
- Data Engineering
- 3D Punktewolken (CAD Modelle, 3D Scans)
- Zeitreihendaten (Audio, Vibrationen etc.)
- Natural Language
- Bilddaten
- Semantische Datenmodellierung mit Property-Graphen: Neo4J, Cypher
- SQL & NoSQL databases
- Software Engineering
- Python
- Scala
- C++
- Domain Driven Design
- Micro Services
- Cloud Architecture: Docker, Kubernetes and related tools
Senior Data Scientist, Data Engineer & Software Engineer | USU Software AG December 2019 - Present - Machine Learning and Deep Learning - Development of Neural Network Architectures: Auto-encoders for 3D Point Clouds (3D CAD Data), for time series data and for 2D image data
- Application of Data Analysis, Machine Learning and Deep Learning in mechanical engineering: Plant engineering and additive manufacturing via Selective Laser Melting
- Text classification, sentiment analysis
- Design and development of data and AI driven micro-services with Domain Driven Design (DDD)
- Cloud deployment of data and AI driven services with Docker, Kubernetes and related tools
- Working with major engineering companies such as Mercedes Benz, Bosch, Endres+Hauser and others
Software Develoment Manager | Lexoro Tech January 2015 - March 2018 - Founding and training a new development team (10+ people)
- Assessing, training and managing developers
- Managing software development for major medical research institutes
- Development of a training environment for AI training of a self-driving robot for Bosch Scientific Researcher: Information Management in Engineering | Karlsruhe Institute of Technology January 2004 - November 2014 - Development of 3D visualizations of CAD data for a CAVE (professional 3D multi-projection display with ~5m size and 3 projection walls). C++ and Linux.
- Research and development of an OWL-DL ontology based AI model of engineering functions of mechatronic products. Application in mechatronics, energy management and civil engineering in three large European level research projects: ImportNET, CONCERTO Premium and KnoHolEM.
- Implementation of the functional semantic model in the graph database Neo4J - PhD thesis "Functional Modeling in Industrial Planning"
Projekthistorie
Reisebereitschaft
Verfügbar in den Ländern
Deutschland
