Agent-based modeling scientist
United States - Remote
Deep Origin
We help scientists cure diseases faster, easier, and more affordably. Streamline computational analysis and make simulating biology easier across your research teams today.Deep Origin is a biotechnology company accelerating drug discovery through AI-powered tools. Our platforms simplify R&D, simulate biology, and empower scientists to solve diseases and extend healthspan.
We are looking for a Scientist whose role will be applying agent-based modeling approaches to cellular systems (i.e., groups of cells interacting with each other and the microenvironment). You will construct agent-based organ models used to predict relevant organ-level toxicities to known and novel drugs, and work with other members of the cellular simulations team to integrate intracellular and molecular modeling approaches and insights into the agent-based multicellular system.
Requirements
- PhD in a relevant quantitative field (Biology, Computer Science, Math, Physics, Engineering, etc.).
- Experience constructing agent-based models (in any context) from scratch or with agent-based modeling packages.
- Extensive coding experience in Python.
- Experience with agent-based/multiscale/spatial modeling frameworks and approaches.
- Fluent English for collaboration with an international team.
- Ability to work on US time zones when needed.
Nice to have:
- Experience constructing agent-based biological models.
- Experience with intestinal or organ modeling.
- Machine learning experience, and in particular, surrogatizing biological systems
- Embedding ODE/PDE-based kinetic models into agent-based representations
- Experience with high-performance computing (multi-node computing, parallel algorithms) and GPU computation
Responsibilities:
- Construct agent-based organ models for the intestine and liver, utilizing and building on state-of-the-art published models from academia and industry.
- Be the subject matter expert on agent-based multicellular modeling, ensuring the Cellular Simulations team stays at the forefront of current research.
- Plan and organize work to ensure specific deadlines and milestones are met, coordinating with others to ensure work is correctly aligned and integrated with other efforts.
- Communicate effectively within the company and external teams, updating others frequently on progress and bottlenecks.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Biology Computer Science Drug discovery Engineering GPU Machine Learning Mathematics PhD Physics Python R R&D Research
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