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PL
Machine Learning Engineer Intern (Planning)
PlusAI · Santa Clara, CA, United States
About The Role
Join our team as a Machine Learning Engineer Intern in the Planning department. In this role, you will work on expanding the scene transformer model to generate multiple trajectories for ego-vehicle in ambiguous scenarios. You will also explore longer horizon predictions using recursive and multi-step losses. This internship offers unlimited paid time off, flexible working arrangements, health benefits, equity options, professional development opportunities, and daily catered lunches.
- Expand the scene transformer model to provide multiple trajectories for ego in ambiguous cases and explore longer horizon predictions.
- Modify and expand an existing Scene Transformer framework to generate a diverse set of ego-vehicle trajectories for ambiguous scenarios.
- Formulate and experiment with recursive, autoregressive, and multi-step losses to stabilize long-horizon trajectory rollouts.
- Strong debugging, experiment design, data analysis, and failure-mode investigation skills
- Understanding of AV stack components: localization, perception, tracking, prediction, and planning
- Experience with uncertainty estimation (aleatoric, epistemic), multi-modal prediction, and probabilistic modeling
- Practical experience with PyTorch, PyTorch Lightning or JAX
- Expertise in trajectory prediction, behavior forecasting, and multi-agent motion modeling
- Experience training large-scale models with self-supervision, contrastive learning, representation learning, or scene-level modeling
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