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About the Role:
- You will develop hybrid mechanistic/ML cell response models that predict fermentation outcomes from process and sensor data.
- You will fuse time-series signals from process analytical technology with offline analytics and build mechanistic backbones.
- You will drive research from scoping to delivery, owning hard, open-ended problems with autonomy.
How You'll Work:
- Collaborate with technical leads and external partners to design and execute research that meets consortium commitments.
- Work closely with wet lab, dry lab, and software teams, and identify data needs from the robotic lab.
- Communicate clearly with non-ML partners and present your work with leading European academic and industrial groups.
Key Research Areas:
- Hybrid bioprocess modelling, transfer learning across organisms and scales, and real-time model-predictive control.
- Build the AI/ML layer for nonlinear model predictive control and reinforcement-learning-based feeding strategies.
- Use frontier coding models and modern ML tooling such as PyTorch/JAX and scikit-learn.
Benefits and Culture:
- Competitive compensation through salary and stock options.
- Opportunity to build your research profile and publish work.
- Beautiful office in Munich or remote work option with occasional travel, plus eGym WellPass membership.
Differential Bio
Differential Bio is unlocking the potential of the bioeconomy by fixing how biological R&D and scale-up are done. They are an early-stage startup with a small but mighty team, focused on cutting-edge modelling and real-world bioprocess impact.