Reinforcement Learning Engineer

Posted:
10/24/2024, 5:52:08 AM

Location(s):
Sunnyvale, California, United States ⋅ California, United States

Experience Level(s):
Junior ⋅ Mid Level ⋅ Senior

Field(s):
AI & Machine Learning

Figure is an AI Robotics company developing a general purpose humanoid. Our Humanoid is designed for corporate tasks targeting labor shortages and jobs that are undesirable or unsafe. We are based in Sunnyvale, CA and require 5 days/week in-office collaboration. It’s time to build.

We are looking for a Reinforcement Learning Engineer. You will own the development, training, and deployment of new reinforcement learning algorithms for our humanoid robot as well as building infrastructure to support training policies at a large scale.

Responsibilities:

  • Develop, train, and deploy reinforcement learning algorithms for locomotion and manipulation tasks
  • Build simulation infrastructure to support the training of locomotion and manipulation policies for a general purpose humanoid robot at a large scale
  • Collaborate with the controls team to integrate policies into the existing control stack
  • Define, test, and evaluate performance metrics for learned policies

Requirements:

  • Confident writing production quality code in PyTorch
  • Familiar with online and offline reinforcement learning algorithms: PPO, SAC, etc.
  • Experience tuning hyperparameters and cost functions for these RL algorithms
  • Familiarity with common RL techniques such as: domain randomization, curriculum learning, reward shaping, etc.
  • Familiarity with general ML evaluation tools such as TensorBoard, Weights&Biases, etc.

Bonus Qualifications:

  • Experience transferring policies learned in simulation to robot hardware
  • Experience training locomotion policies for quadrupedal or bipedal robots

Figure

Website: https://www.figure.ai/

Headquarter Location: Sunnyvale, California, United States

Employee Count: 11-50

Year Founded: 2022

IPO Status: Private

Last Funding Type: Venture - Series Unknown

Industries: Artificial Intelligence (AI) ⋅ Machinery Manufacturing ⋅ Manufacturing ⋅ Robotics