Applied Scientist Simulation and Large-Scale RL, Amazon Robotics Vulcan Stow
Seattle, OR - USA
Job Summary
We are seeking an Applied Scientist to advance reinforcement learning for manipulation. We are creating robots that learn how to push flip rearrange and dexterously insert items with unparalleled robustness speed and reliability. Our goal is to deploy robots that will work across Amazons global network and can handle the full diversity of items that Amazon sells. You will focus on training these policies in simulation at scale and transferring them to physical robots. You will join a small team whose mission reaches beyond any single product: to invent and apply manipulation capabilities that generalize to many future robotics applications. The robots our organization already deploys at scale give you a rare proving ground to collect data run experiments and get new policies onto real hardware faster than almost anywhere in the field.
Key job responsibilities
- Design and train reinforcement learning policies for non-prehensile and contact-rich manipulation focused on the long tail of diverse demanding conditions.
- Build and scale simulation environments training curricula and reward formulations that produce policies which transfer to real robots.
- Develop sim-to-real methods (domain randomization system identification and related techniques) and validate them on physical hardware.
- Write production-quality code and own scalable efficient training and evaluation pipelines.
- Evaluate policy behavior and failure modes and iterate between simulation and real-world testing to improve robustness.
- Partner with scientists and engineers across control perception and hardware to move ideas from prototype to demonstrated capability.
- Represent Amazon Robotics in academia through publications and scientific presentations.
A day in the life
Amazon offers a full range of benefits that assist you and eligible family members including domestic partners. Benefits can vary by location the number of regularly scheduled hours you work length of employment and job status such as seasonal or temporary employment. The benefits that generally apply to regular full-time employees include:
1. Medical Dental and Vision Coverage
2. Maternity and Parental Leave Options
3. Paid Time Off (PTO)
4. 401(k) Plan
If you are not sure that every qualification on the list above describes you exactly wed still love to hear from you! At Amazon we value people with unique backgrounds experiences and skillsets. If youre passionate about this role and want to make an impact on a global scale please apply!
- PhD or Masters degree and 4 years of science technology engineering or related field experience
- Experience programming in Java C Python or related language
- Experience in patents or publications at top-tier peer-reviewed conferences or journals
- Experience training reinforcement learning or imitation learning policies for manipulation or robot control problems
- Strong background in reinforcement learning including reward design and training at scale in simulation
- Experience in professional software development
- Experience with sim-to-real transfer (domain randomization system identification etc.) including transferring learned policies onto physical robots.
- Familiarity with learned dynamics or world models for manipulation
Amazon is an equal opportunity employer and does not discriminate on the basis of protected veteran status disability or other legally protected status.
Our inclusive culture empowers Amazonians to deliver the best results for our customers. If you have a disability and need a workplace accommodation or adjustment during the application and hiring process including support for the interview or onboarding process please visit for more information. If the country/region youre applying in isnt listed please contact your Recruiting Partner.
The base salary range for this position is listed below. Your Amazon package will include sign-on payments and restricted stock units (RSUs). Final compensation will be determined based on factors including experience qualifications and location. Amazon also offers comprehensive benefits including health insurance (medical dental vision prescription Basic Life & AD&D insurance and option for Supplemental life plans EAP Mental Health Support Medical Advice Line Flexible Spending Accounts Adoption and Surrogacy Reimbursement coverage) 401(k) matching paid time off and parental leave. Learn more about our benefits at WA Seattle - 142800.00 - 193200.00 USD annually
Required Experience:
IC
About Company
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