黄仁勋GTC 2017演讲PPT-POWERING THE AI REVOLUTION.pptx

POWERING THE AI REVOLUTIONJENSEN HUANG, FOUNDER CEO | GTC 2017LIFE AFTER MOORE’S LAW40 Years of Microprocessor Trend Data1071061.1X per yearTransistors105(thousands)1041031.5X per year102Single-threaded perf19801990200020102020Original data up to the year 2010 collected and plotted by M. Horowitz, F. Labonte, O. Shacham, K. Olukotun,L. Hammond, and C. Batten New plot and data collected for 2010-2015 by K. RuppRISE OF GPU COMPUTING1000Xby 2025GPU-Computing perf107APPLICATIONS1.5X per year106ALGORITHMS1.1X per year105SYSTEMS104CUDA1031.5X per year102 Single-threaded perf ARCHITECTURE19801990200020102020Original data up to the year 2010 collected and plotted by M. Horowitz, F. Labonte, O. Shacham, K. Olukotun,L. Hammond, and C. Batten New plot and data collected for 2010-2015 by K. RuppRISE OF GPU COMPUTING7,000511,0001M+2012201720122017GTC AttendeesGPU DevelopersCUDA Downloads3X in 5 Years11X in 5 Yearsin 2016ANNOUNCINGPROJECT HOLODECKPhotorealistic models Interactive physics CollaborationANNOUNCINGPROJECT HOLODECKPhotorealistic models Interactive physics CollaborationEarly access in SeptemberERA OF MACHINE LEARNING“The Master Algorithm”— Pedro Domingos“A Quest for Intelligence”— Fei-Fei LiBIG BANG OF MODERN AITransfer LearningReinforcementLearningArterys FDA ApprovedSuper ResolutionGoogle PhotoAlphaGoDeep VoiceNMTStanford NVIDIALarge-scale DNN on GPUAuto EncodersImageNetNVIDIA BB8CaptioningBRETTStyle TransferU Toronto AlexNet on GPUIDSIA CNN on GPULSTMGANSuperhumanASRBaidu DuLightDEEP LEARNING FOR RAY TRACINGIRAY WITHDEEP LEARNINGBIG BANG OF MODERN AI13,00020,000$5B2014 2016NIPS, ICML, CVPR, ICLR Attendees2X in 2 Years2015 2017Udacity Students in AI Programs 100X in 2 YearI Startups Investments 9X in 4 YearsPOWERING THE AI REVOLUTIONFRAMEWORKSGPU SYSTEMSGPU AASINTERNETSERVICESNVAILHEALTHCAREHGX-1NVIDIA DEEP LEARNINGSDKDGX-1NVIDIA RESEARCHENTERPRISEINCEPTIONTESLANVIDIA INCEPTION — 1,300 DEEP LEARNING STARTUPSHEALTHCARERETAIL, ETAILFINANCIALSECURITY, IVAPLA