Senior AI Engineer - Imitation Learning

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Senior AI Engineer - Imitation Learning at Swiss-Mile Robotics AG

Swiss-Mile Robotics AG is a leading deep-tech startup that seamlessly integrates Artificial Intelligence (AI) with the physical world using autonomous wheeled-legged robots. Our innovative robots are set to revolutionize industries like monitoring, security, and logistics. Supported by top global venture capitalists, Swiss-Mile is committed to building a world-class team to drive our mission forward.

Why Join Us?

Be a part of our trailblazing team noted for groundbreaking robotic design and neural network applications. With strong research foundations and pioneering inputs from ETH Zurich, we are at the forefront of applying AI and robotics to real-world challenges. Our imitation learning technology empowers our robots to replicate "expert" behaviors through human demonstrations or algorithmic strategies, utilizing state-of-the-art generative AI methods to boost autonomy and manipulation capabilities.

Role and Responsibilities

As a Senior AI Engineer specializing in Imitation Learning, you will:

  • Develop advanced imitation learning algorithms, including diffusion policies, to enable robots to perform autonomous actions using demonstrations and real-time sensor data.
  • Design, test, and refine algorithms to tackle complex autonomy and manipulation tasks.
  • Create datasets for imitation learning from human demonstrations or automated expert algorithms.
  • Enhance workflows to efficiently expand imitation learning datasets with new tasks.
  • Collaborate with the reinforcement learning team to explore methods that utilize both simulated and real-world data.
  • Deploy optimized code for real robots, considering computational constraints.
  • Lead, build, and mentor a team of exceptional software engineers.
  • Provide expert guidance to product managers and executives for strategic decision-making.
  • Create and maintain documentation, guidelines, and best practices for efficient knowledge sharing.

Requirements

To excel in this role, you should have:

  • A Master’s degree or higher in Engineering, Robotics, or Machine Learning.
  • At least three years of industry or research experience (PhD experience is a plus).
  • Strong fundamentals in deep learning, including supervised learning, self-supervised learning, neural network architectures, policy optimization algorithms, imitation learning, and generative AI techniques such as Diffusion Models (e.g., DALL-E 2, Stable Diffusion) and Diffusion Policy.
  • A solid background in robotics, with a focus on autonomy and manipulation.
  • Experience deploying artificial neural networks on hardware platforms.
  • Proficiency in writing production-level code in modern C++ and prototyping algorithms and training deep neural networks in Python.

Bonus Points

  • PhD in Robotics, Engineering, Computer Science, Machine Learning, or a related field, or equivalent research experience.
  • Publications in top-tier conferences.
  • Experience in managing a software team.

We look forward to receiving your application and potentially welcoming you to the Swiss-Mile team!

Company Name: Swiss-Mile Robotics AG

Job Title: Senior AI Engineer - Imitation Learning