9 дней назад
Postdoctoral Scientist – Multimodal Representation Learning for Predictive Biology (AI/ML)
60 000 - 96 255€
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Postdoctoral Scientist – Multimodal Representation Learning for Predictive Biology (AI/ML): Developing AI/ML and computer vision models for drug discovery by analyzing perturbed cellular systems and integrating imaging, phenomics, transcriptomics, and proteomics data with an accent on multimodal representation learning and predictive biology. Focus on building and benchmarking foundation models, quantifying cellular heterogeneity, extracting biological insights, and publishing research findings.
Location: Cambridge, Massachusetts (preferred), Spring House, Pennsylvania, Beerse, Belgium, or Madrid, Spain; no fully remote option
Base pay: €60,000–€96,255 annually
Company
Johnson & Johnson develops healthcare solutions across Innovative Medicine and MedTech to advance disease prevention, treatment, and cures.
What you will do
- Design, develop, implement, and validate AI/ML solutions for drug discovery using multimodal data from perturbed cells.
- Analyze high-dimensional imaging, phenomics, transcriptomics, and proteomics data to derive biological insights.
- Develop and evaluate computer vision methods for quantifying cellular heterogeneity.
- Collaborate with scientists and engineers on algorithm and product development.
- Communicate technical methods and findings to cross-functional stakeholders.
- Document work, maintain code repositories, and publish research in peer-reviewed venues.
Requirements
- Ph.D. in Electrical Engineering, Biomedical Engineering, Computer Science, Applied Mathematics, or a related field.
- Ph.D. completed within the last three years or expected within the next six months.
- Expertise in AI/ML for biological applications and at least one of representation learning, multimodal integration, computational biology, or imaging microscopy.
- Experience with foundation models or multimodal modeling for biological data, including Cell Painting, imaging microscopy, or multi-omics.
- Knowledge of Transformers, CNNs, graph networks, self-supervised learning, and multi-instance learning.
- Programming proficiency, preferably in Python, and experience with PyTorch or TensorFlow.
Culture & Benefits
- Two-year fixed-term postdoctoral position within the Data, Data Science & Artificial Intelligence organization.
- Annual performance-based bonus or sales commissions, depending on pay grade and location.
- Vacation, parental leave of at least 12 weeks, bereavement, caregiver, and volunteer leave.
- Well-being reimbursement and financial, physical, and mental health programs.
- Eligibility for insurance plans, service anniversary awards, and recognition awards varies by location and plan terms.
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