ML Research Scientist - De Novo Design

Merge Labs

$130K — $180K *
Pharmaceuticals & Biotech
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 5-7 years of experience in ML or related fields
  • Strong grounding in SSMs, LLMs, SE(3)-equivariance, Flow-matching
  • Proficient in Python, PyTorch, and Jax
  • Experience interfacing ML with experimental science
  • Collaborative mindset with systems-level thinking
  • Familiarity with neuroscience is a plus

Responsibilities

  • Build scientific and engineering frameworks for closed-loop optimization
  • Collaborate with wet-lab scientists on optimization objectives
  • Prototype de novo design frameworks with internal and public datasets
  • Integrate ML models with experimental data streams
  • Extend ML frameworks for multi-objective optimization problems
  • Stay current with research in de novo design
  • Contribute to the long-term research roadmap as a thought leader

Benefits

  • Collaborative work environment
  • Opportunity to work at the cutting edge of brain-computer interfaces
  • Engagement in interdisciplinary teamwork
  • Potential for influencing the company's research direction
  • Focus on novel algorithm development for practical applications
Full Job Description
About the team:

Merge is building the next generation of brain-computer interfaces by combining recent advances in synthetic biology, neuroscience, AI, and non-invasive imaging. To support this mission, we are building a cross-functional data-science group which sits at the intersection of computational modeling, neuroscience, and biomolecular engineering. This group collaborates extensively with wet-lab scientists, automation engineers, and data engineers to create ML frameworks that accelerate molecule discovery and device optimization.

About the role:

We're hiring a Senior / Principal ML Scientist to design and scale de novo design frameworks that guide molecular engineering campaigns through iterative design-build-test-learn (DBTL) cycles. Starting from a blank slate, you'll first architect the company's closed-loop optimization backbone-building the data and modeling foundations that connect experiments to these ML frameworks. Over time, you'll help translate these prototypes into production pipelines that measurably improve experimental throughput and discovery success across multiple biomolecular and neuroengineering verticals.

In this role, you will:
  • Build the scientific and engineering scaffolding in collaboration with data-engineering & MLOps for de novo design and closed-loop optimization, including data ingestion, ML modeling, and library design.
  • Collaborate with wet-lab scientists to define tractable optimization objectives and encode domain specific priors and constraints.
  • Prototype de novo design frameworks using internal and public datasets; benchmark and validate model performance.
  • Integrate ML models with experimental data streams and serve to non-domain experts for model democratization.
  • Extend ML frameworks to handle multi-objective or constrained optimization problems.
  • Stay up-to-date with the latest research in de novo design, and prototype novel algorithms that can be deployed to improve the company's discovery or development workflows.
  • Contribute to the long-term research roadmap and serve as a thought-leader for scientists.


You might thrive in this role if you have:
  • Strong grounding in SSMs, LLMs, SE(3)-equivariance, Flow-matching.
  • Working knowledge of transfer-learning strategies.
  • Proficiency in Python / PyTorch / Jax and comfort writing clean, reproducible production grade code.
  • Experience bridging machine learning and experimental science - working with sparse, noisy, and or high-cost data.
  • A collaborative, systems-level mindset.
  • Nice to have: familiarity with neuroscience.

If you're excited about this role but don't meet every qualification, please apply. As we build, we're hiring for complementary strengths to form a high-impact team.

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