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Field AI

Robot type
Robot AI and Software
Location
IrvineCaliforniaUSA
Job type
Artificial Intelligence
Posted
Aug 27, 2026
Full-time

Senior Machine Learning Engineer

Job description

Field AI is transforming how robots interact with the real world. We are building risk-aware, reliable, and field-ready AI systems that address the most complex challenges in robotics, unlocking the full potential of embodied intelligence.

Job responsibilities

  • Machine Learning modeling
  • Design, train, and deploy state-of-the-art machine learning models for end-to-end learning based navigation stack.
  • Work with deep learning architectures such as transformers, convolutional networks to capture complex decision making.
  • Architect and implement full-stack end-to-end navigation solutions, covering perception, prediction, and planning.
  • Explore novel data generation and collection pipelines to enrich training datasets.
  • Model Deployment, Monitoring & Performance
  • Assist with deploying machine learning models into production environments
  • Continuously monitor models in production, detecting model drift, and automating retraining processes as applicable
  • Troubleshoot issues related to model deployment, performance, and system integration.

Job requirements

  • Bachelor’s or Master’s degree in Computer Science, AI, Statistics, or a related field, with 4+ years of industry experience.
  • Proficiency in Python and modern ML frameworks such as PyTorch, TensorFlow, or JAX, alongside working knowledge of C++ for deployment and system integration.
  • Deep understanding of contemporary deep learning architectures, optimization, and evaluation, with a strong grasp of end-to-end navigation stack components — including perception, prediction, and path/motion planning.
  • Proven track record deploying ML models into production environments, ideally within robotics, self-driving, or NLP.
  • Publications in top tier ML or robotics conferences

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