Informationen zur Anzeige:
PhD - Machine Learning
Frankfurt am Main
Aktualität: 27.12.2024
Anzeigeninhalt:
27.12.2024, Universitätsklinikum Frankfurt
Frankfurt am Main
PhD - Machine Learning
Aufgaben:
Data preparation and training of convolutional neural networks to improve cancer cell detection and origin prediction
Comparison and selection of cell segmentation algorithms and optimization for cerebrospinal fluid samples
Development of interactive visualization and reporting tools for diagnostics and collaborative research projects
Implementation of explainable AI methods and confidence scores to increase the interpretability of classification results for diagnostic use
Establishment of a diagnostic workflow for deep learning-based cerebrospinal fluid cell analysis for a clinical evaluation period (12 months) in parallel to routine diagnostics
Qualifikationen:
You have successfully completed a Master's degree in a related field such as bioinfromatics, computer science or physics and are pursuing a publication-based doctorate.
Proven programming experience in languages such as Python, R, or C++, frameworks such as PyTorch, TensorFlow, or NumPy, and version control systems like Git
Excellent communication skills and ability to collaborate
Proficiency in English, good knowledge of German (min. B2)
Due to legal regulations, valid proof of measles immunity / measles vaccination is required
Standorte
PhD - Machine Learning
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Frankfurt am Main