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position in NLP and ML for healthcare

Posted 25 Jun 2024
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Work experience
0 to 1 years
Full-time / part-time
Full-time
Job function
Salary
€3,017 - €3,824 per month
Degree level
Required language
Dutch (Fluent)
Deadline
1 Jul 2024 00:00

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We currently offer the PhD-synthetic position where you will be responsible for developing, building and testing LLMs that incorporate privacy-preserving learning (e.g., differential privacy) for the purpose of generating patient synthetic data, including electronic health records (EHRs) and free text.

Furthermore, you will:

  • Liaise with a network of clinical partners of the CaRe-NLP project and will tackle relevant healthcare problems using rich real-world clinical data;
  • Have access to excellent HPC facilities and strong support to publish the results of your work in the best scientific conferences and journals in NLP, ML, AI, and healthcare in general;
  • Have the opportunity to contribute to the mentoring of master's students on topics related to your research.

About you

Prerequisites:

  • MSc degree in Computer Science, Natural Language Processing, Machine Learning, Artificial Intelligence, Statistics, or related disciplines;
  • Strong technical background and experience with Natural Language Processing and Machine Learning methods, toolkits, and best practices;
  • Experience with pretraining and adapting LLMs using large datasets and/or differential privacy and/or privacy-preserving learning with neural networks and/or generative models (e.g. LLMs, VAEs, GANs, diffusion models);
  • Strong programming skills in Python and ML libraries (PyTorch);
  • Responsible, independent and resilient mindset and fluent in English.

Not required but helpful:

  • Experience with data processing pipelines and with pre-training/fine-tuning/deploying Large Language Models in HPC;
  • Contribution to open-source projects;
  • Experience with clinical data and related application areas (e.g., cancer, primary/intensive care).

Our offer
  • A flying start to your career in scientific research.
  • Plenty of room for personal development with a wide range of training & development of academic skills
  • Working on large-scale and own research, with motivated colleagues
  • A contract for 6 months with the prospect of extension for the duration.
  • Salary scale: OIO: € 3.017 tot € 3.824 bruto (based on a fulltime workweek), depending on qualifications and experience.
  • Additional benefits including an 8.3% end-of-year bonus and 8% holiday pay. Calculate your net salary here.
  • Your pension is accrued at BeFrank. A modern, understandeble en fair pension
  • Excellent accessibility with public transportation and reimbursement of a large portion of your travel expenses. Additionally, we have plenty of parking spaces at the AMC location and a good bicycle scheme.

Hallo. Wij zijn Amsterdam UMC. De krachten van AMC en VUmc gebundeld. Samen bouwen we aan een samenleving waarin patiënten worden genezen en ziekten worden voorkomen, vooral wanneer de aandoening bijzonder is en de behandeling complex. Deze bedrijfspagina is automatisch gegenereerd en bevat daarom nog weinig informatie. Je vindt meer informatie over ‘bedrijfsnaam’ op hun website: ‘’Carrierewebsite’’

Healthcare
Amsterdam
1,000 employees