Data Scientist for Deep Learning Model Optimization
vor 2 Wochen
We are seeking a highly motivated and skilled researcher to work on a Bachelor/Master thesis project at the Fraunhofer Institute for Production Technology IPT in Aachen. The project focuses on optimizing deep learning models for production use cases by generating synthetic data.
Project OverviewThe application of deep learning models to automate visual process monitoring and quality control enables quality and efficiency gains in production. However, the lack of representative training data, such as data of quality-critical anomalies, is a significant challenge. To address this issue, we aim to design effective augmentation pipelines that enrich existing datasets with synthetic images. The successful candidate will investigate how optimization methods, such as Bayesian optimization, can be used to optimize augmentation pipelines for individual use cases in production.
Responsibilities- Conduct literature research on deep learning, image augmentation, and global optimization methods
- Identify requirements for designing efficient augmentation pipelines in production use cases
- Develop and implement a method for optimizing augmentation pipelines
- Experimentally validate the approach based on a practical use case in the field of computer vision
- Prepare and document the results
- Studying mechanical engineering, industrial engineering, computer science, or a comparable subject
- First experience in Python programming
- Basic knowledge of machine/deep learning theory and methods
- Self-responsible and structured way of working
- Good language skills in German and/or English
- Scientific work on a current and practice-relevant topic
- Professional supervision and support for your thesis
- Participation in innovative research and industry projects with industry partners
- State-of-the-art machine park equipped with edge cloud systems and 5G infrastructure
We value and promote the diversity of our employees' skills and therefore welcome all applications - regardless of age, gender, nationality, ethnic and social origin, religion, ideology, disability, sexual orientation, and identity. Severely disabled persons are given preference in the event of equal suitability.
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Data Scientist for Deep Learning Model Optimization
vor 4 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitJob DescriptionWe are seeking a highly motivated and skilled researcher to work on a Bachelor/Master thesis project at the Fraunhofer Institute for Production Technology IPT in Aachen. The project focuses on optimizing deep learning models for production use cases by generating synthetic data.Project OverviewThe application of deep learning models to...
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Data Scientist for Deep Learning Model Optimization
vor 4 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitJob DescriptionWe are seeking a highly motivated and skilled researcher to work on a Bachelor/Master thesis project at the Fraunhofer Institute for Production Technology IPT in Aachen. The project focuses on optimizing deep learning models for production use cases by generating synthetic data.Project OverviewThe application of deep learning models to...
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Data Scientist for Deep Learning Model Optimization
vor 3 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitJob DescriptionWe are seeking a highly motivated and skilled researcher to work on a Bachelor/Master thesis project at the Fraunhofer Institute for Production Technology IPT in Aachen, Germany.Project OverviewThe project focuses on optimizing deep learning models for production use cases by generating synthetic data. The goal is to design effective...
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Data Scientist for Deep Learning Model Optimization
vor 3 Wochen
Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitJob DescriptionWe are seeking a highly motivated and skilled researcher to work on a Bachelor/Master thesis project at the Fraunhofer Institute for Production Technology IPT in Aachen, Germany.Project OverviewThe project focuses on optimizing deep learning models for production use cases by generating synthetic data. The goal is to design effective...
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Synthetic Data Engineer for Deep Learning Models
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Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitJob DescriptionWe are seeking a highly motivated student to work on a research project focused on optimizing deep learning models for production use cases. The project involves designing and implementing customized pipelines for image augmentation to enrich existing datasets with synthetic images.Key ResponsibilitiesConduct literature research on deep...
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Synthetic Data Engineer for Deep Learning Models
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Aachen, Nordrhein-Westfalen, Deutschland Fraunhofer-Gesellschaft VollzeitAt 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...
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