KI & Software Engineer | 8J Forschung & Industrie vor/nach ChatGPT | Integration bis Neuaufbau: KI-Produkte mit Value | Übersetzer zwischen den Welten
Aktualisiert am 30.10.2025
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 01.11.2025
Verfügbar zu: 100%
davon vor Ort: 100%
Machine Learning / Deep Learning
Large Language Models (LLMs)
Software Architecture / System Design
PyTorch
Transformers / Vision Transformers
MLOps
Computer Vision
Natural Language Processing (NLP)
Python
Ray
React
MongoDB
Agile
Know How Transfer
Beratung
Innovationsmanagement
Integration
Generative KI
Fine-Tuning
Prompting
Docker
Kubernetes
Next.js

Einsatzorte

Einsatzorte

Deutschland
möglich

Projekte

Projekte

1 Jahr 2 Monate
2024-09 - heute

enterprise LLM fine-tuning platform

Co-Founder & CTO Enterprise LLMs UI Design Distributed Systems ...
Co-Founder & CTO
  • Co-founded enterprise LLM fine-tuning platform with Python SDK, intuitive UI (NextJS/React UI), and Kubernetes deployment framework
  • Built distributed training infrastructure using Ray framework for multi-GPU scheduling, MongoDB metadata management, and S3 storage integration
  • Implemented automated layer selection algorithms and MLOps pipelines for enterprise AI model optimization
  • Ensured platform compatibility with state-of-the-art agent systems and no-code/low-code platforms (n8n and others) through standardized API interfaces and workflow integration capabilities
  • Successfully integrated platform technology with major cloud provider, enabling them to deliver enterprise LLM fine-tuning capabilities within their sovereign ecosystem
Enterprise LLMs UI Design Distributed Systems Datacenter Integration
on request | Cologne, Germany
5 Jahre 3 Monate
2020-08 - heute

Ongoing research collaboration

Collaborative Researcher Medical AI Vision Transformers Clinical Data ...
Collaborative Researcher
  • Ongoing research collaboration on advanced dental AI applications (formal 2020-2024, voluntary Oct 2024+)
  • Co-established one of the world?s largest dental medical datasets with comprehensive ethics approval and quality protocols
  • Trained 30+ physicians in systematic data collection and established multi-modal clinical imaging pipeline covering photography, X-ray, and 3D scanning
  • Developed Vision Transformer models achieving 97.8% diagnostic accuracy in caries detection with pixel-wise localization
  • Published breakthrough research in Nature Digital Medicine and Journal of Dental Research via this collaboration
Medical AI Vision Transformers Clinical Data Healthcare Research
LMU Munich, Dental School | Munich, Germany
5 Jahre
2019-10 - 2024-09

AI startup developing multilingual LLM solutions

Co-Founder & CTO Early LLMs Regulated AI Team Leadership ...
Co-Founder & CTO
  • Co-founded AI startup developing multilingual LLM solutions for regulated industries, generating=C540k pre-launch revenue
  • Adapted early GPT models into enterprise-ready multilingual systems with regulatory compliance for finance, healthcare, insurance sectors
  • Participated in raising =C1.4M via venture capital and research grants while building core technical team
  • Developed vision-based LLM innovations and document understanding systems using transformer architectures
  • Recruited key sales leadership and established go-to-market strategies for regulated market segments
  • Successfully exited after 5 years to pursue new venture opportunities in enterprise AI
Early LLMs Regulated AI Team Leadership Strategic Exit
on request | Essen, Germany
6 Jahre 9 Monate
2018-01 - 2024-09

Authored 26 peer-reviewed papers

Research Scientist Computer Vision Neural Networks Industry Collaboration ...
Research Scientist
  • Authored 26 peer-reviewed papers with 728 total citations in computer vision, medical AI, and neural architectures
  • Presented research at international conferences including Stanford (AAAI 2020), Montréal (ICSE 2019), Barcelona (MobileHCI 2018), Vienna (ICDCS 2018)
  • Supervised 10+ bachelor and master thesis students in AI/ML topics
  • Developed and taught course series on Machine Learning Fundamentals, Engineering of Data-Driven Applications, Software Engineering and Database-Systems for bachelor and master students
  • Collaborated with industry partners including Woodward, Aleph Alpha, Evonik, energy companies, and leading German universities
  • Focused on production-grade AI/ML implementations with enterprise deployment considerations
  • Position: full-time engagement (2018-2019), part-time research alongside entrepreneurial activities (2020-2024)
Computer Vision Neural Networks Industry Collaboration Production AI
University of Duisburg-Essen | Essen, Germany
8 Monate
2017-05 - 2017-12

Contributed to cyber-physical systems research

Graduate Research Assistant Cyber-Physical Systems Autonomous Systems Distributed Control
Graduate Research Assistant
  • Contributed to cyber-physical systems research within CPS.HUB NRW consortium connecting four universities for SME development
  • Designed autonomous vehicle control systems for intersection communication with emergent, ad-hoc coordination protocols
Cyber-Physical Systems Autonomous Systems Distributed Control
University of Duisburg-Essen | Essen, Germany
1 Jahr 7 Monate
2015-09 - 2017-03

Contributed to CloudWave FP7 EU research project developing agile service engineering

Student Research Assistant Cloud Computing Auto-Scaling EU Research
Student Research Assistant
  • Contributed to CloudWave FP7 EU research project developing agile service engineering with international consortium
  • Developed Eclipse Modeling Framework solutions and OpenStack integration for automatic work-load scaling
Cloud Computing Auto-Scaling EU Research
University of Duisburg-Essen | Essen, Germany

Aus- und Weiterbildung

Aus- und Weiterbildung

1 Jahr 4 Monate
2016-10 - 2018-01

Software and Network Engineering

Master of Science / Grade: 1.3, University of Duisburg-Essen | Germany
Master of Science / Grade: 1.3
University of Duisburg-Essen | Germany
3 Jahre 5 Monate
2013-03 - 2016-07

Applied Computer Science - Systems Engineering

Bachelor of Science / Grade: 1.8, University of Duisburg-Essen | Germany
Bachelor of Science / Grade: 1.8
University of Duisburg-Essen | Germany
1 Jahr 1 Monat
2012-10 - 2013-10

Business Mathematics (Partial Studies)

University of Cologne | Germany
University of Cologne | Germany
  • Completed Analysis I & II, Linear Algebra I & II, Stochastic Fundamentals, Operations Research.
  • Transitioned to Computer Science for applied AI focus.

Kompetenzen

Kompetenzen

Top-Skills

Machine Learning / Deep Learning Large Language Models (LLMs) Software Architecture / System Design PyTorch Transformers / Vision Transformers MLOps Computer Vision Natural Language Processing (NLP) Python Ray React MongoDB Agile Know How Transfer Beratung Innovationsmanagement Integration Generative KI Fine-Tuning Prompting Docker Kubernetes Next.js

Produkte / Standards / Erfahrungen / Methoden

RESEARCH & ENTREPRENEURIAL BACKGROUND

Research Excellence

  • 26 peer-reviewed publications with 728 citations (h-index: 12, i10-index: 14)
  • Published in Nature Digital Medicine, Journal of Dental Research, and leading IEEE/ACM venues
  • Medical AI models achieving up to 97.8% diagnostic accuracy with Vision Transformers
  • International conference presentations at Stanford, Seattle, Hamburg, Vienna, Barcelona, Montréal


Entrepreneurial Impact

  • Co-founded two AI startups focusing on enterprise LLM platforms and multilingual solutions
  • Contributed to raising =C1.4M in venture capital and research grants
  • Built production-grade AI systems for regulated industries (finance, healthcare, insurance) 
  • Led technical teams and recruited key personnel across engineering and sales functions

Einsatzorte

Einsatzorte

Deutschland
möglich

Projekte

Projekte

1 Jahr 2 Monate
2024-09 - heute

enterprise LLM fine-tuning platform

Co-Founder & CTO Enterprise LLMs UI Design Distributed Systems ...
Co-Founder & CTO
  • Co-founded enterprise LLM fine-tuning platform with Python SDK, intuitive UI (NextJS/React UI), and Kubernetes deployment framework
  • Built distributed training infrastructure using Ray framework for multi-GPU scheduling, MongoDB metadata management, and S3 storage integration
  • Implemented automated layer selection algorithms and MLOps pipelines for enterprise AI model optimization
  • Ensured platform compatibility with state-of-the-art agent systems and no-code/low-code platforms (n8n and others) through standardized API interfaces and workflow integration capabilities
  • Successfully integrated platform technology with major cloud provider, enabling them to deliver enterprise LLM fine-tuning capabilities within their sovereign ecosystem
Enterprise LLMs UI Design Distributed Systems Datacenter Integration
on request | Cologne, Germany
5 Jahre 3 Monate
2020-08 - heute

Ongoing research collaboration

Collaborative Researcher Medical AI Vision Transformers Clinical Data ...
Collaborative Researcher
  • Ongoing research collaboration on advanced dental AI applications (formal 2020-2024, voluntary Oct 2024+)
  • Co-established one of the world?s largest dental medical datasets with comprehensive ethics approval and quality protocols
  • Trained 30+ physicians in systematic data collection and established multi-modal clinical imaging pipeline covering photography, X-ray, and 3D scanning
  • Developed Vision Transformer models achieving 97.8% diagnostic accuracy in caries detection with pixel-wise localization
  • Published breakthrough research in Nature Digital Medicine and Journal of Dental Research via this collaboration
Medical AI Vision Transformers Clinical Data Healthcare Research
LMU Munich, Dental School | Munich, Germany
5 Jahre
2019-10 - 2024-09

AI startup developing multilingual LLM solutions

Co-Founder & CTO Early LLMs Regulated AI Team Leadership ...
Co-Founder & CTO
  • Co-founded AI startup developing multilingual LLM solutions for regulated industries, generating=C540k pre-launch revenue
  • Adapted early GPT models into enterprise-ready multilingual systems with regulatory compliance for finance, healthcare, insurance sectors
  • Participated in raising =C1.4M via venture capital and research grants while building core technical team
  • Developed vision-based LLM innovations and document understanding systems using transformer architectures
  • Recruited key sales leadership and established go-to-market strategies for regulated market segments
  • Successfully exited after 5 years to pursue new venture opportunities in enterprise AI
Early LLMs Regulated AI Team Leadership Strategic Exit
on request | Essen, Germany
6 Jahre 9 Monate
2018-01 - 2024-09

Authored 26 peer-reviewed papers

Research Scientist Computer Vision Neural Networks Industry Collaboration ...
Research Scientist
  • Authored 26 peer-reviewed papers with 728 total citations in computer vision, medical AI, and neural architectures
  • Presented research at international conferences including Stanford (AAAI 2020), Montréal (ICSE 2019), Barcelona (MobileHCI 2018), Vienna (ICDCS 2018)
  • Supervised 10+ bachelor and master thesis students in AI/ML topics
  • Developed and taught course series on Machine Learning Fundamentals, Engineering of Data-Driven Applications, Software Engineering and Database-Systems for bachelor and master students
  • Collaborated with industry partners including Woodward, Aleph Alpha, Evonik, energy companies, and leading German universities
  • Focused on production-grade AI/ML implementations with enterprise deployment considerations
  • Position: full-time engagement (2018-2019), part-time research alongside entrepreneurial activities (2020-2024)
Computer Vision Neural Networks Industry Collaboration Production AI
University of Duisburg-Essen | Essen, Germany
8 Monate
2017-05 - 2017-12

Contributed to cyber-physical systems research

Graduate Research Assistant Cyber-Physical Systems Autonomous Systems Distributed Control
Graduate Research Assistant
  • Contributed to cyber-physical systems research within CPS.HUB NRW consortium connecting four universities for SME development
  • Designed autonomous vehicle control systems for intersection communication with emergent, ad-hoc coordination protocols
Cyber-Physical Systems Autonomous Systems Distributed Control
University of Duisburg-Essen | Essen, Germany
1 Jahr 7 Monate
2015-09 - 2017-03

Contributed to CloudWave FP7 EU research project developing agile service engineering

Student Research Assistant Cloud Computing Auto-Scaling EU Research
Student Research Assistant
  • Contributed to CloudWave FP7 EU research project developing agile service engineering with international consortium
  • Developed Eclipse Modeling Framework solutions and OpenStack integration for automatic work-load scaling
Cloud Computing Auto-Scaling EU Research
University of Duisburg-Essen | Essen, Germany

Aus- und Weiterbildung

Aus- und Weiterbildung

1 Jahr 4 Monate
2016-10 - 2018-01

Software and Network Engineering

Master of Science / Grade: 1.3, University of Duisburg-Essen | Germany
Master of Science / Grade: 1.3
University of Duisburg-Essen | Germany
3 Jahre 5 Monate
2013-03 - 2016-07

Applied Computer Science - Systems Engineering

Bachelor of Science / Grade: 1.8, University of Duisburg-Essen | Germany
Bachelor of Science / Grade: 1.8
University of Duisburg-Essen | Germany
1 Jahr 1 Monat
2012-10 - 2013-10

Business Mathematics (Partial Studies)

University of Cologne | Germany
University of Cologne | Germany
  • Completed Analysis I & II, Linear Algebra I & II, Stochastic Fundamentals, Operations Research.
  • Transitioned to Computer Science for applied AI focus.

Kompetenzen

Kompetenzen

Top-Skills

Machine Learning / Deep Learning Large Language Models (LLMs) Software Architecture / System Design PyTorch Transformers / Vision Transformers MLOps Computer Vision Natural Language Processing (NLP) Python Ray React MongoDB Agile Know How Transfer Beratung Innovationsmanagement Integration Generative KI Fine-Tuning Prompting Docker Kubernetes Next.js

Produkte / Standards / Erfahrungen / Methoden

RESEARCH & ENTREPRENEURIAL BACKGROUND

Research Excellence

  • 26 peer-reviewed publications with 728 citations (h-index: 12, i10-index: 14)
  • Published in Nature Digital Medicine, Journal of Dental Research, and leading IEEE/ACM venues
  • Medical AI models achieving up to 97.8% diagnostic accuracy with Vision Transformers
  • International conference presentations at Stanford, Seattle, Hamburg, Vienna, Barcelona, Montréal


Entrepreneurial Impact

  • Co-founded two AI startups focusing on enterprise LLM platforms and multilingual solutions
  • Contributed to raising =C1.4M in venture capital and research grants
  • Built production-grade AI systems for regulated industries (finance, healthcare, insurance) 
  • Led technical teams and recruited key personnel across engineering and sales functions

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