Senior Machine Learning Researcher - Large-Scale Model Training

sentiro partners United Kingdom
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AI Summary

Design and modify training loops for large-scale models, study learning dynamics, and collaborate with researchers. Requires post-graduate degree in machine learning or related field. Competitive compensation and resources.

Key Highlights
Design and modify training loops for large-scale models
Study learning dynamics, optimization behavior, and generalization
Collaborate with researchers who care about first-principles understanding
Key Responsibilities
Design and modify training loops for large-scale models
Stress-test models under distribution shift and adversarial conditions
Build signals that distinguish real progress from benchmark overfitting
Technical Skills Required
Machine Learning Large-Scale Model Training Optimization Behavior Generalization Training Loops
Benefits & Perks
Competitive compensation
Resources competitive with top-tier research labs
Unlimited compute

Job Description


Foundational ML Researcher – Learning & Training Dynamics (relocation to USA)

(Systematic Research Group | East Coast / USA)


Sentiro Partners is working with a head turning market leader. We’re building models that are trained under real constraints, not academic ones.


This role sits inside a focused, senior research group focused on how large models learn, not just how they perform on benchmarks. You will have direct ownership over training dynamics, optimization behavior, and failure modes of large-scale learning systems.


  • This is not a product ML role.
  • This is not post-hoc evaluation.
  • This is not incremental fine-tuning work.


If your background is in frontier labs, advanced ML research, or deep systems-aware model training, this role is designed to feel familiar, likely more demanding.


You have likely published at top conferences, such as NeurIPS, ICML or ICLR.


What you’ll work on


  • Designing and modifying training loops for large-scale models
  • Studying learning dynamics, optimization behavior, and generalization
  • Stress-testing models under distribution shift and adversarial conditions
  • Building signals that distinguish real progress from benchmark overfitting
  • Collaborating with researchers who care about first-principles understanding, not paper counts


What makes this different

  • You own entire research threads, end to end
  • You can change how models are trained, not just how they’re evaluated
  • Feedback cycles are tight and unforgiving
  • Success is defined by robustness and signal quality, not publications


Who this is for

You might be a fit if you’ve worked on:

  • Large-scale model training or optimization
  • Reasoning, generalization, or learning dynamics
  • Systems-aware ML (where infra and modeling meet)
  • Frontier-lab research that felt too abstract or too slow


We are intentionally not optimizing for:

  • Narrow domain specialists
  • Pure infra engineers
  • Product-driven ML roles


Environment

  • Small, senior research team
  • Deep technical autonomy
  • In-office collaboration (East Coast)
  • Compensation and resources competitive with top-tier research labs
  • Unlimited compute


Requirements

  • Post-graduate degree in machine learning, computer science, an NLP adjacent discipline, or commercial experience developing novel machine learning algorithms.
  • Research depth e.g. demonstrable experience in internships or employment in leading research labs or research environments


Location:

East Coast USA. This role is being advertised across the US. Full visa sponsorship will be provided for international talent.


About | Sentiro Partners | Leadership for the Augmentation Era


We scout the frontier to secure the transformational leaders, experts and mavericks who will define the future of the human & agentic workforce.


Providing Executive Search, Talent Augmentation & Embedded (fractional) Executive Search Services globally.


Sentiro Partners is a frontier search firm specializing in the intersection of advanced technology, data science, and quantitative research as applied to a breadth of industries. Operating internationally, we focus exclusively on identifying and embedding exceptional talent into frontier research environments; the organizations working on genuinely challenging problems that require both intellectual depth and world-class engineering & execution. We work with organizations with the highest barriers to entry.


W.: https://sentiropartners.com/frontierailabtalent


Need expert hiring support? E.: explore@sentiropartners.com


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