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Postdoc And Phd Student Position For Developing Interpretable Deep Learning Models Towards Improved

Denmark, Denmark, Hellerup
Udgivet 2024-06-01
Udløber 2024-07-01
ID #2175724012
Free
Postdoc And Phd Student Position For Developing Interpretable Deep Learning Models Towards Improved
Denmark, Denmark, Hellerup,
Udgivet June 1, 2024

Beskrivelse

We are seeking a Ph D student and a postdoc to join our team at The Department of Genomic Medicine, Rigshospitalet, Copenhagen.

The positions will be part of the Danish Childhood Cancer Initiative, and the focus will be on identification of causative effects of rare mutations and aberrant gene expression patterns in paediatric cancers through advanced bioinformatics approaches.

The task is to conduct research on representation learning for the identification of common patterns among patients with rare paediatric cancers while addressing challenges related to data availability, shareability, and interpretability.

The work will build on our framework for learning regulatory modules in autoencoders and extend to predict effects of aberrant gene expression on new data.

Eventually the transcriptome models should also incorporate genomics data for patient-to-variant group deconvolution.

The position will contribute to the international Ped Can Portal project (,and help to implement federated learning techniques to learn across multiple data containers without direct data sharing.

Education: Ph D student: master’s degree in bioinformatics, Computational Biology, Computer Science, or a related field.

Proven experience in AI or explainable machine learning is a plus.

Post Doc: A Ph D in computational biology with proven experience in representation learning.

Prerequisites: - Strong programming skills in Python.

R, low-level languages is a plus - Experience with machine learning, particularly neural networks, and deep learning techniques - Knowledge of bioinformatics tools for genomic data analysis Benefits: - Work in a cutting-edge research environment with access to state-of-the-art infrastructure - Collaborate with leading experts in bioinformatics and genomics - Contribute to a significant international national initiative aimed at improving outcomes for children with cancer Application Process: Interested candidates should submit the following documents: - A cover letter detailing research interests and motivation for applying - A detailed CV including academic and professional achievements - Contact information for at least two academic or professional references Deadline for Application: Sunday, June 16th Contact Information: For inquiries and submission of applications, please contact: Frederik Otzen Bagger Head of Bioinformatics Department of Genomic Medicine Rigshospitalet, Copenhagen, Denmark Email:@Join us in making a significant impact on paediatric cancer research and contributing to the advancement of personalized medicine.

We look forward to receiving your application.

Duration of employment The (three)years.

The (one) year with a possibility for an extension.

Joboplysninger

Jobtype: Fuld tid
Kontrakttype: Permanent
Løn type: Månedlige
Beskæftigelse: Postdoc and phd student position for developing interpretable deep learning models towards improved decision support in ...

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