Natural language processing expert (m/f/d) Basel Temporär

• Review and optimize a transformer architecture and training pipeline
• Implement and experiment with advanced techniques to improve performance on fields with severe class imbalance
• Conduct in-depth error analysis to identify patterns in misclassifications and propose data-driven improvements
• Refine and validate the data processing, label mapping, and stratified data splitting procedures to ensure maximum reliability
• Collaborate with our software architect to integrate the final, optimized model into a production-ready API for inference
• Document the final model architecture, training procedures, performance benchmarks, and best practices for future development

• Educational background: advanced degree in AI/NLP or related field
• Min. 3 years hands-on experience fine-tuning Transformer models
• Demonstrable experience with multi-task and multi-label classification problems, expertise in handling severe class imbalance in text data
• Proficiency in deploying machine learning models as REST APIs
• Strong proficiency in PyTorch, including creating custom model architectures (e.g., multi-head classifiers) and custom loss functions
• Strong software engineering fundamentals and the ability to write clean, modular, and well-documented Python code, experience with Docker
• Professional proficiency in English
• Strong analytical and problem-solving skills, and collaboration abilities

• Direct experience working with biomedical, scientific, or other technical document formats
• Familiarity with advanced data splitting techniques for multi-label datasets
• Experience with MLOps principles and tools

• Enjoy exclusive discounts all year round at renowned retailers and over 200 top brands
• Benefit from fleet discounts when purchasing a new car or receive consistent fuel discounts with our fuel card
• Be part of one of the most prestigious pharmaceutical companies and actively shape the future of healthcare
• Work on a state-of-the-art campus with green spaces, social areas, and an inspiring atmosphere
• Take advantage of attractive fitness and swimming pool offers or use the gaming room as a creative retreat

Work Selection