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Machine Learning Engineer (Reinforcement Learning)
Pony.ai · Fremont, CA, United States
About The Role
Join our team as a Machine Learning Engineer specializing in Reinforcement Learning. You will be responsible for building scalable systems for training and fine-tuning large generative models, implementing RL-style methods, and shipping deep learning solutions. You will also own production-oriented ML for fleet-scale assessment and design and evolve data and evaluation systems. This role requires a strong background in machine learning, deep learning, and autonomous vehicles.
- Construire des systèmes évolutifs pour l'entraînement et le réglage de modèles génératifs.
- Mettre en œuvre et itérer sur des méthodes de type RL : algorithmes, objectifs de récompense.
- Expédier des solutions d'apprentissage profond qui améliorent le triage dirigé par l'homme.
- Experience with large-scale distributed training and large-scale data processing
- Hands-on experience building and applying ML in production-grade settings, with a strong RL component (policy learning, preference/feedback optimization, or offline/online RL pipelines)
- Demonstrated impact via strong publications or a clear history of shipping impactful ML systems end-to-end
- Depth in deep learning, sequence modeling, and generative models
- Ability to lead ambiguous technical work from problem framing through reliable delivery
- M.S. or Ph.D. in Computer Science, Machine Learning, AI, or a related field—or equivalent practical experience
- Background in autonomous vehicles, robotics, or complex simulation environments
- Strong grasp of modern RL and post-training techniques in LLM, dLLM, VLA and video generations
- Python fluency and frameworks such as PyTorch
- Hands-on integration of simulation platforms with ML training and evaluation workflows
- Experience defining and operating metrics for complex, safety-critical AI systems
- Technical leadership: influencing stakeholders, aligning teams, and raising the bar for evaluation rigor
- Excellent communication—simple explanations of complex trade-offs
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