Scale By The Bay 2018: Clément Farabet, Inside NVIDIA’s AI infrastructure for self-driving cars

Описание: ai.bythebay.io Nov 2025, Oakland, full-stack AI conference Scale By the Bay 2019 is held on November 13-15 in sunny Oakland, California, on the shores of Lake Merritt: https://scale.bythebay.io. Join us!
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In this talk, we'll discuss Project MagLev, NVIDIA's internal end-to-end AI platform that enables the development of NVIDIA's self-driving car software, DRIVE. We'll explore the platform that supports continuous data ingest from multiple cars (each producing TBs of data per hour) and enables autonomous AI designers to iterate training new neural network designs across thousands of GPU systems and validate their behavior over multi PB-scale data sets. We will talk about our overall architecture, from data center deployment to AI pipeline automation, large-scale AI dataset management, AI training & testing. We will also touch on RAPIDS (http://rapids.ai), NVIDIA's new platform to accelerate data science.