Postdoc: Multimodal AI for Predictive Biology

Johnson & Johnson Innovative Medicine; Spring House (PA); On-site; USD 92,000 - 111,000; Full time

Benefits offered by this job

Medical, dental, vision insurance

Time off: vacation 120 hours, sick 40,

401(k) retirement plan

Job summary

Johnson & Johnson Innovative Medicine is seeking a Postdoctoral Scientist focused on Multimodal Representation Learning for Predictive Biology to join the DDSAI organization for a two-year fixed term. Location options include Cambridge, MA; Spring House, PA; Beerse, Belgium; or Madrid, Spain.

No fully remote option. You will advance AI/ML analytics and multimodal modeling for drug discovery, handling high-content imaging, phenomics, transcriptomics, and proteomics to derive new biological

Qualifications

• PhD completed within the last 3 years or to be completed within the next 6 months.
• Strong expertise in AI/ML for biological applications and at least one domain area (representation learning, multimodal integration, computational biology, imaging microscopy).
• Experience with foundation models and/or multimodal modeling of biological data (Cell Painting, imaging, multi-omics).
• Proficiency with one or more programming languages (preferably Python) and AI frameworks such as PyTorch or TensorFlow.

Responsibilities

• Conceive, design, develop, implement and validate innovative AI/ML solutions for drug discovery using multimodal data of perturbed cells.
• Analyze and extract insights from large-scale 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 publish findings in peer-reviewed outlets.
• Draft manuscripts and disseminate research findings internally and externally.

Skills

AI/ML for biology

Representation learning

Multimodal modeling

Deep learning architectures

Python

PyTorch or TensorFlow

Education

PhD in Electrical Engineering

PhD in Biomedical Engineering

PhD in Computer Science

PhD in Applied Mathematics

Tools

Python

PyTorch

TensorFlow

Job description

Johnson & Johnson Innovative Medicine is seeking a Postdoctoral Scientist focused on Multimodal Representation Learning for Predictive Biology to join the DDSAI organization for a two-year fixed term. Location options include Cambridge, MA; Spring House, PA; Beerse, Belgium; or Madrid, Spain.

No fully remote option. You will advance AI/ML analytics and multimodal modeling for drug discovery, handling high-content imaging, phenomics, transcriptomics, and proteomics to derive new biological