Optimizing Deep Learning Models with Synthetic Data

At the Fraunhofer IPT in Aachen, we work with a team of experts to make production more digital, flexible, and sustainable. In the department of Production Quality, we focus on digitalizing production systems to increase quality, resilience, and sustainability. Our goal is to automate visual process monitoring and quality control using deep learning models,...

In the realm of deep learning, a crucial challenge lies in the scarcity of representative training data. To overcome this hurdle, we are seeking a highly skilled Data Scientist to investigate the optimization of machine learning pipelines for image augmentation. This research aims to enrich existing datasets with synthetic images, leveraging domain knowledge...

At Fraunhofer-Gesellschaft, we are committed to developing key technologies that drive innovation and sustainability. In the department of Production Quality, our team applies digital technologies to optimize production processes, leveraging artificial intelligence to make production more efficient and sustainable. One of our key areas of focus is optimizing...

At Fraunhofer IPT, we are working on optimizing production processes for lithium-ion battery cells and fuel cells. To achieve this, we are developing a deep learning-based defect detection system. As part of your master's thesis, you will investigate different deep learning approaches for defect detection and implement them in the system.Key...

At Fraunhofer IPT, we are working on developing key technologies for the future. In the department Production Quality, we apply digital technologies to optimize production processes. One focus of our work is on optimizing the production processes for lithium-ion battery cells and fuel cells. Within the scope of your thesis, you will investigate deep...

In the realm of manufacturing, Deep Learning (DL) and Machine Learning (ML) have been successfully applied in a wide variety of use cases. Examples include the production of rockets, stem cells to fight blood cancer, optics, or lightweight components. In these applications, tabular and image data are recorded during production. In the context of this...

In the field of production, Deep Learning (DL) and Machine Learning (ML) are increasingly being used to solve complex problems. As a production engineer, you will work on creating and implementing DL- and ML-based pipelines for various applications in our industry projects.Key Responsibilities:Collaboration with experts to prepare image and tabular...

Am Fraunhofer IPT in Aachen arbeiten wir mit über 530 Mitarbeitenden an der digitalen, flexiblen und nachhaltigen Produktion der Zukunft. In der Abteilung Produktionsqualität beschäftigen wir uns mit der Anwendung digitaler Technologien zur Optimierung von Produktionsprozessen. Ein Schwerpunkt unserer Arbeit liegt auf der Optimierung der...

Job Title: Data Scientist | Machine Learning EngineerWe are seeking a highly skilled Data Scientist | Machine Learning Engineer to join our team at {company}. The ideal candidate will have a strong background in machine learning and data science with the ability to work on complex projects.Key Responsibilities:Design and implement machine learning models to...

Die Fraunhofer-Gesellschaft sucht einen Fachmann für Deep Learning und Machine Learning in der Produktion, der sich auf die Entwicklung von künstlichen Intelligenz-Systemen für industrielle Anwendungen spezialisiert hat. Was du tun wirst Du wirst in Zusammenarbeit mit Experten Bilddaten und tabulare Daten aufbereiten und für die Implementierung von...

Wir suchen einen motivierten und engagierten Absolventen, der sich für die Entwicklung eines Deep-Learning-basierten Defekterkennungssystems für Lithium-Ionen-Batteriezellen begeistern kann. Was Du bei uns tust Recherche und Auswahl geeigneter Ansätze im Bereich Transfer Learning für Deep-Learning-Modelle Training von Deep-Learning-Modelle zur...

Unsere Produktion umfasst eine Vielzahl von Anwendungsfällen, bei denen Deep Learning (DL) und Machine Learning (ML) erfolgreich eingesetzt werden können. Beispiele für Anwendungsfälle sind die Produktion von Raketen, Stammzellen zur Bekämpfung von Blutkrebs, Optiken und Leichtbauteilen.Im Rahmen dieser Abschlussarbeit erstellst Du für die Anwendungen...

The Artificial General Intelligence (AGI) team at Amazon Development Center Germany GmbH is seeking a highly skilled Senior Applied Scientist to lead the development of novel algorithms and modeling techniques for Large Language Models (LLMs) and multimodal systems.As a Senior Applied Scientist, you will work with talented peers to advance the state of the...

In der Produktion gibt es viele verschiedene Anwendungsbereiche, in denen Deep Learning (DL) und Machine Learning (ML) erfolgreich eingesetzt werden können. Einige Beispiele davon sind die Produktion von Raketen, Stammzellen zur Krebsbekämpfung, Optiken und Leichtbauteilen.Im Rahmen dieser Abschlussarbeit sollst Du für die Anwendungen in der Produktion...

Die Fraunhofer-Gesellschaft sucht einen Informatiker, der sich auf die Entwicklung von Deep Learning- und Machine Learning-Pipelines in der Produktion spezialisiert hat. In diesem Projekt werden wir gemeinsam mit Experten Bilddaten und tabulare Daten aufbereiten und in Abhängigkeit des Anwendungsfalls DL- und ML-Modelle implementieren. Was Du bei uns...

About Our PositionWe are seeking a skilled Senior AI Pathology Researcher to join our team at Uniklinik RWTH Aachen. This role involves developing, optimizing, and clinically validating deep learning algorithms in digital pathology.As a key member of our research team, you will be responsible for the following:Developing and optimizing deep learning models...

At Fraunhofer-Gesellschaft, we are seeking a highly motivated Senior Data Scientist to join our team in Aachen. As a key member of our research group, you will contribute to the development and application of Bayesian optimization methods for optimizing laser processes.About UsWe are a leading research organization dedicated to advancing production...

Wir suchen einen motivierten und engagierten Studenten, der sich für die Herausforderung der synthetischen Daten für Deep Learning in der Produktion interessiert.Im Rahmen dieser wissenschaftlichen Abschlussarbeit wirst du dich mit der Gestaltung effektiver Augmentierungspipelines für individuelle produktionstechnische Anwendungsfälle befassen. Dabei...

The Artificial General Intelligence (AGI) team at Amazon Development Center Germany GmbH is seeking a talented Senior Applied Researcher with a strong deep learning background to build industry-leading Generative Artificial Intelligence (GenAI) technology with Large Language Models (LLMs) and multimodal systems.Key responsibilities:Lead the development of...

The Amazon Development Center Germany GmbH is seeking a highly skilled Senior AI Researcher to join our Artificial General Intelligence (AGI) team. As a Senior AI Researcher, you will work with talented peers to lead the development of novel algorithms and modeling techniques, advancing the state of the art with Large Language Models (LLMs).Key...