Moderation Team
How can a general revolution in AI be tailored to solve a specific problem like self-driving, where precision matters most and edge compute is constrained?
Check out #DrivingAI2024, where Mobileye’s CEO and CTO reveal details of our Compound AI System approach. How we achieve a transformer architecture that’s 100x more efficient than current state-of-the-art, deal with the “common and incorrect” vs “rare and correct” data problem, inject abstractions and redundancies to simplify the long-tail, and deliver next-generation EyeQ6 inference compute with 10x throughput. A must see for anyone interested in how AI will transform autonomous driving at scale.
0:00:00 Intro
0:01:44 Approaches to solve autonomy
0:09:42 End-to-end approach
0:13:16 End-to-end problems
0:35:31 Mobileye’s approach: CAIS
0:40:10 Primary-Guardian-Fallback (PGF)
0:43:14 Pre-transformers
0:48:08 Three revolutions of GPTs
1:04:36 Transformer E2E object detection
1:07:06 Vanilla transformer
1:17:07 100x transformer efficiency (STAT)
1:22:23 Parallel Auto-Regressive (PAR)
1:30:10 EyeQ™️6H: Inference chip
1:43:04 Efficient Auto GT
1:40:48 Design for modularity
About Mobileye:
Mobileye is leading the mobility revolution with its autonomous-driving and driver-assist technologies, harnessing world-renowned expertise in computer vision, machine learning, mapping, and data analysis.
Our technology enables self-driving vehicles and mobility solutions, powers industry-leading advanced driver-assistance systems, and delivers valuable intelligence to optimize mobility infrastructure. Mobileye pioneered such groundbreaking technologies as True Redundancy™ sensing, REM™ crowdsourced mapping, and Responsibility Sensitive Safety (RSS) technologies that are driving the ADAS and AV fields towards the future of mobility.
Connect with Mobileye:
WEBSITE: https://www.mobileye.com/
LINKEDIN: https://www.linkedin.com/company/mobileye/
TWITTER: https://twitter.com/Mobileye
FACEBOOK: https://www.facebook.com/Mobileye/
INSTAGRAM: https://www.instagram.com/mobileye/
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