Webflow

Research Engineer, Reinforcement Learning

Webflow

full-time

Posted on:

Origin:  • 🇺🇸 United States • California

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Salary

💰 $180,000 - $300,000 per year

Job Level

Mid-LevelSenior

Tech Stack

LinuxPythonPyTorch

About the role

  • Full-stack engineering, from data engineering to model architecture design to shipping polished products
  • Train NEO to do a diverse set of manipulation and locomotion tasks.
  • Work with hardware teams to the sim2real gap between policies trained in simulation and real.
  • Work with controls, QA, and data collection teams to ship RL policies to the production fleet.
  • Deploy skills trained with RL into home environments.

Requirements

  • 4+ years of Python programming experience.
  • Fundamental knowledge of at least one low-level programming language such as C++.
  • Good understanding of robotics fundamentals such as computer vision, kinematics & dynamics, and planning.
  • Strong empirical research abilities and a keen eye for spotting performance bottlenecks in RL training.
  • Experience with authoring environments and benchmarks in simulators like Mujoco, Pybullet, or Isaac Sim.
  • Advanced degree (MS or PhD) in Computer Science or related field (ideal).
  • Published RL research in top ML conferences (NeurIPS, CoRL, RSS, ICML, etc.) (ideal).
  • Have trained real-world quadruped or biped locomotion with RL (ideal).
  • Experience working with large, cross-team codebases (ideal).
  • Control theory and/or signal processing knowledge (ideal).
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