Machine Learning Engineer Intern - Scenario Generation
Santa ClaraRemoteInternship
AI Summary
Intern who researches and prototypes a diffusion-based scenario generator for autonomous driving, integrating it into the data pipeline to produce augmented training data and test scenarios.
About this role
PlusAI is a Physical AI company pioneering AI-based virtual driver software for factory-built autonomous trucks. Headquartered in Silicon Valley with operations in the United States and Europe, Plus was named by Fast Company as one of the World’s Most Innovative Companies. Partners including TRATON GROUP’s Scania, MAN, and International brands, Hyundai Motor Company, Iveco Group, Bosch, and DSV are working with Plus to accelerate the deployment of next-generation autonomous trucks. If you’re ready to make a huge impact and drive the future of autonomy, Plus is looking for talented individuals to join its fast-growing teams.
The intern will explore and prototype a generative simulator that can synthesize diverse, realistic driving scenarios conditioned on map, traffic, and ego-vehicle state. The project will:
Survey and evaluate existing open-source generative simulators / scenario generators for autonomous driving (diffusion based tools).
Prototype a diffusion-based scenario generator that can take our internal dataset as input and generate new variations of scenes.
Integrate the prototype into our internal data pipeline or simulation stack so that generated scenarios can be:
exported as augmented training data, and/or
used as test scenarios for downstream planning / prediction / control modules.
Survey and evaluate existing open-source generative simulators / scenario generators for autonomous driving (diffusion based tools).
Prototype a diffusion-based scenario generator that can take our internal dataset as input and generate new variations of scenes.
Integrate the prototype into our internal data pipeline or simulation stack so that generated scenarios can be:
exported as augmented training data, and/or
used as test scenarios for downstream planning / prediction / control modules.
Responsibilities:
Required Skills:
Preferred Skills:
Skills
2D/3D CoordinatesAutonomous Driving DatasetsData IngestionData PreprocessingDeep LearningDiffusion ModelsExperiment TrackingGANsGenerative ModelsMap RepresentationsPythonPyTorchSimulation PipelinesTrajectoriesVAEs
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