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Keynote presentation by Jen-Hsun Huang at the Baidu World Conference on August 31, 2016,
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Baidu World Conference 2016 Jen-Hsun Huang, Co-Founder & CEO, NVIDIA
NVIDIA — “THE AI COMPUTING COMPANY” Paddle Baidu Deep Learning #1 Deep Learning Platform for AI Researchers #1 in Gaming 100M GeForce Gamers #1 in HPC Accelerators 70% of Top500 #1 in Professional Workstations World’s Largest GPU Computing Company
GPU DEEP LEARNING BIG BANG NIPS (2012) DEEP LEARNING NVIDIA GPU
GPU DEEP LEARNING REACHES “SUPERHUMAN” ImageNet — Accuracy % 96% Human DL 74% Hand-coded CV 2010 2011 2012 2013 2014 2015 2012: Deep Learning researchers worldwide discover GPUs 2015: DNN achieves superhuman image recognition 2015: Deep Speech 2 achieves superhuman voice recognition
WHY DID AI RESEARCHERS ADOPT GPUS FOR DEEP LEARNING?
CLOSE YOUR EYES AND THINK “KUNG FU PANDA”
BRAIN IS LIKE A GPU THINKING IS LIKE THE BRAIN DOING GRAPHICS
PASCAL “5 MIRACLES” BOOST DEEP LEARNING 65X Pascal 70X 60X 50X 40X 30X 20X Maxwell 10X Kepler X 2013 2014 2015 2016 CoWoS HBM2 NVLink Pascal 16nm FinFET cuDNN Pascal — 5 Miracles NVIDIA DGX-1 AI Supercomputer 65X in 4 YRS Chart: Relative speed-up of images/sec vs K40 in 2013. AlexNet training throughput based on 20 iterations. CPU: 1x E5-2680v3 12 Core 2.5GHz. 128GB System Memory, Ubuntu 14.04. M40 datapoint: 8x M40 GPUs in a node P100: 8x P100 NVLink-enabled.
SELF-DRIVING CAR IS GREAT AI CHALLENGE LOCALIZATION CV PERCEPTION AI PERCEPTION AI DRIVING AI DEEP LEARNING
NVIDIA AI SELF-DRIVING CAR PLATFORM CLOUD MAP + CLOUD HD MAP AI ALGORITHMS MAPPING AI PERCEPTION AI LOCALIZATION CV DRIVING AI + NVIDIA DRIVEWORKS OS AI SUPERCOMPUTER NVIDIA DRIVE PX CAR AI SUPERCOMPUTER
NVIDIA + BAIDU PARTNER ON AI SELF-DRIVING CARS +
AI FOR EVERYONE Deep Learning Deep Learning will revolutionize healthcare Deep Learning will revolutionize society will revolutionize transportation