Sword Health

Senior ML Engineer (Europe-based/Remote)

Sword Health
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16 days ago
Remote, EMEASenior

Responsibilities

  • Own ML projects end-to-end from exploration through production deployment and ongoing iteration.
  • Build reliable agentic LLM systems using multi-step workflows, tool use, retrieval, and orchestration for clinical settings.
  • Develop evaluation datasets, offline and online harnesses, LLM-as-judge pipelines with human review, and regression tests.
  • Improve model quality through prompting, retrieval, distillation, or fine-tuning based on evidence.
  • Work across data preparation, model adaptation, serving, monitoring, and production feedback loops.
  • Partner with Product, Clinical, and Engineering stakeholders to translate clinical requirements into technical decisions.
  • Review code, share knowledge, and mentor less experienced engineers.

Requirements

  • Experience shipping production ML systems that people depend on.
  • Hands-on production experience with LLM prompting, retrieval, tool calling, and agent-style workflows.
  • Experience building evaluation datasets and frameworks and distinguishing meaningful improvements from noise.
  • Strong ML fundamentals and the ability to reason about technical tradeoffs.
  • Ability to turn ambiguous problems into production systems.
  • Production-quality engineering skills, familiarity with distributed systems, and experience debugging complex ML pipelines.
  • Clear communication with technical and clinical stakeholders.
  • Preferred: experience with fine-tuning or preference optimization such as RLHF or DPO.
  • Preferred: experience in healthcare AI or other high-stakes domains.
  • Preferred: experience building agent frameworks or evaluation tooling from scratch.
  • Preferred: open-source contributions, technical writing, or other knowledge-sharing experience.
  • At least Level 1 AI proficiency, demonstrating daily use of AI to improve personal productivity.

Benefits

  • Remote work available anywhere in Europe.
  • Benefits and perks follow the standards, regulations, and market practices of the employee's country of hire.
  • Compensation is adjusted for the local market and cost of living in the country of hire; the posting states that the range includes base, variable, and equity but provides no specific amount.
Sword Health

About Sword Health

1,001-5,000 employees
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