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Reinforcement Learning Research Engineer

DataRoot Labs·Salary not specified

Primary stack

TRl (Transformer Reinforcement Learning)Python

Nice to have's

ProbabilityExperimental DesignOptimization

Job description

Description language:

About the Position

Join our Deep Learning Lab as a Reinforcement Learning Research Engineer to develop and evaluate robust and reproducible learned policies for sequential decisions under uncertainty.

Responsibilities

  • Translate a control problem into environments, rewards, and measurable baselines.
  • Run policy-training experiments with seed sweeps and held-out scenarios.
  • Study reward exploitation, distribution shifts, and the limits of sim-to-real transfer.

Requirements

  • Hands-on experience training and debugging reinforcement learning agents.
  • Strong understanding of optimization, probability, and experimental design.
  • Ability to implement research ideas in Python and explain when they do not work.

Useful Evidence

  • A reproducible RL experiment, paper implementation, or deployed policy.
  • Robotics, offline RL, and large-scale rollout infrastructure are useful experience.

Working Terms

  • Startup culture, a goal-oriented team, and a research mindset.
  • The opportunity to apply your engineering skills to tools and systems for fellow engineers and help shape the future of AI.
  • Latest-generation MacBook Pro.
  • An in-house GPU cluster for training and experimentation.
  • 20 working days of annual leave.
  • English courses, educational events, and conferences.
  • Medical insurance.

Tools & Systems

  • PyTorch
  • Isaac Lab
  • MuJoCo
  • Ray
  • Weights & Biases

Relevant experience matters more than knowing every tool listed.

Start a Conversation

Send a CV or profile and one piece of work that helps us understand your contribution.

Location: Kyiv / remote

Experience: Senior

Working Arrangement: Arrangement to be discussed

Apply by email. Please share only work you have permission to disclose.

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We areDataRoot Labs(DRL) — a team of experts with an ambition to help Ukrainian Data Science and AI industries flourish. We’ve been creating R&D for well-funded startups from Europe, Israel, and the US since 2016.We enjoy working on complex AI projects using state-of-the-art technologies and solutions. The harder the challenge, the funnier the project.Our team is not only a band of enthusiasts and professionals but also a place for great individuals with a strong get-shit-done attitude. Everyone believes that most of the time, bureaucracy is what stops us from doing more. That’s why the team structure is flat — you can talk to anyone for collaboration, ideas sharing or ask for help.Our office is in the Kyiv downtown, with a magnificent360-viewon the Ukrainian capital.In 2017, we startedDataRoot Universitywith a goal to deliver the most comprehensive data science and machine learning courses completely for free.Visit ourwebsiteto learn more.Follow us on social media:LinkedInTelegram channel

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