Postdoc Scientist: Multimodal AI for Predictive Biology

Johnson Johnson

Cambridge (MA)

Sur place

USD 92 000 - 111 000

Plein temps

Il y a 6 jours
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Avantages offerts par ce poste

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Résumé du poste

Johnson & Johnson Innovative Medicine seeks a Postdoctoral Scientist for Multimodal Representation Learning in Predictive Biology. Based in Cambridge, MA (preferred) or other U.S./EU sites, you will advance AI/ML methods for drug discovery and integrate high-content and multi-omics data.

This two-year fixed-term role emphasizes impactful, publishable research and collaboration across teams. You will develop models for heterogeneity analysis of perturbed cellular systems, communicate results

Qualifications

  • PhD completed within the last 3 years or within the next 6 months.
  • Strong technical expertise in AI/ML for biological applications and publications in AI/ML venues.
  • Experience with foundation models and multimodal modeling of biological data (Cell Painting, multi-omics).
  • Proficiency with Python and AI frameworks such as PyTorch or TensorFlow.

Responsabilités

  • Conceive, design, develop, implement and validate AI/ML solutions for drug discovery using multimodal data.
  • Analyze and extract biological insights from large, high-dimensional data (imaging, phenomics, transcriptomics, proteomics).
  • Develop and evaluate computer vision solutions to quantify heterogeneity of perturbed cells.
  • Collaborate with cross-functional teams to advance algorithms and product development.
  • Communicate complex methodologies and present findings to diverse audiences.
  • Maintain documentation and code repositories; draft manuscripts for dissemination.

Connaissances

AI/ML for biology
Multimodal representation learning
Computational biology
Imaging microscopy
Deep learning architectures
Python programming
PyTorch or TensorFlow
Communication skills

Formation

Ph.D. in Electrical Engineering, Biomedical Engineering, Computer Science, Applied Mathematics, or related major

Outils

PyTorch
TensorFlow
Python

Description du poste

Johnson & Johnson Innovative Medicine seeks a Postdoctoral Scientist for Multimodal Representation Learning in Predictive Biology. Based in Cambridge, MA (preferred) or other U.S./EU sites, you will advance AI/ML methods for drug discovery and integrate high-content and multi-omics data.

This two-year fixed-term role emphasizes impactful, publishable research and collaboration across teams. You will develop models for heterogeneity analysis of perturbed cellular systems, communicate results

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