~/talk

Mobileye: Smarter, safer autonomous solutions with Habana & Granulate (PRT279)

Talkat AWS re:Invent 2022 · 2022-11-28..12-02· [machine-learning]
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Mobileye trains a shared perception backbone on Amazon EC2 DL1 Habana Gaudi instances and runs large Spark map pipelines on AWS S3 with >100k CPU cores to build the Roadbook from ~1.5M daily vehicle uploads; DL1 yields >20% price/perf on small nets and ~40% vs g5 (60% vs p4d) on distillation workloads with near-linear multi-instance scaling, and integrating Granulate cuts CPU hours by ~45%, reducing EC2/EBS costs while preserving output.

AI-written summary · about

  1. 0:00Introduction and Intel's role
  2. 5:53Mobileye's autonomous driving tech
  3. 12:27Scaling AI training with Habana DL1
  4. 16:18REM mapping with Granulate optimization
  5. 38:52Collaboration and future impact
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