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Job Description
Role summary: At Differential Bio, our mission is to unlock the potential of the bioeconomy by fixing how biological R&D and scale-up are done. We’re looking for a Machine Learning Data Scientist to join our growing cutting-edge modelling team.
You will develop novel machine learning algorithms and mechanistic models of bioprocess systems and push them from research proof-of-concept into production-ready commercial use.
This role is focused on research , including creating hybrid models that combine mechanistic and machine learning approaches to predict how microbial fermentations behave , and that keep working when we move to a new organism, a new sensor, or a larger reactor.
You’ll play an instrumental role on two existing grants and work with leading academic groups and industrial partners on pilot- and production-scale data. In addition, you’ll develop new research projects and drive them to completion and application on customer projects.
We’re interested in researchers who want their work to end up in real bioreactors and are excited about working at an early-stage startup. You should be comfortable owning hard, open-ended problems where nobody has the answer yet, making evidence-based decisions under uncertainty, and shipping real solutions.
How you’ll work You’ll collaborate with technical leads and academic/industry external partners to design and execute research that meets our commitments in both consortia and strengthens our own platform.
You’ll own your research projects from scoping to delivery, with support from our modelling lead but with autonomy and independence. You’ll work closely with our wet lab, dry lab and software teams, and identify which data you need to generate from our robotic lab.
Key responsibilities: Hybrid bioprocess modelling Develop hybrid mechanistic/ML cell response models that predict fermentation outcomes (growth, titer, yield, productivity) from process and sensor data. Fuse time-series signals from process analytical technol
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