NVIDIA AI Podcast

Autonomous Driving, Visual AI, and the Road Ahead with Porsche and Voxel51 - Ep. 267

26 snips
Jul 30, 2025
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INSIGHT

Shift to Data-Driven Autonomy

  • Autonomous vehicle development is shifting from rule-based to data-driven, end-to-end AI pipelines.
  • Large-scale, diverse, and well-curated data is crucial for safe autonomous operation in unknown conditions.
ADVICE

Use Data to Build Trust

  • Evaluate model performance in realistic, complex scenarios to build trust in autonomous driving.
  • Use data platforms to identify failure modes and drive targeted data collection for improvement.
INSIGHT

Power of Simulation and Synthetic Data

  • High-fidelity simulation allows testing of rare and difficult scenarios safely.
  • Synthetic data generation complements real world data to improve model generalization and safety.
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