transform your business with artificial intelligence · 5 1980 1990 2000 2010 2020 gpu-computing...
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Transform your business with Artificial Intelligence and Machine Learning
Data Center Innovation Day
Dennis AngDirector , ASEAN & ANZ
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ENTERPRISE AI/DEEP LEARNINGGAMINGDATA CENTER/
GPU COMPUTINGPRO VISUALIZATION
THE WORLD LEADER IN VISUAL AND AI COMPUTING
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GPU COMPUTING PLATFORM AND AI DEEP LEARNING
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1980 1990 2000 2010 2020
GPU-Computing perf
1.5X per year
1000X
by
2025
RISE OF GPU COMPUTING
Original 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. Rupp
102
103
104
105
106
107
Single-threaded perf
1.5X per year
1.1X per year
APPLICATIONS
SYSTEMS
ALGORITHMS
CUDA
ARCHITECTURE
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APPS &FRAMEWORKS
CUDA-X & NVIDIA SDKs
NVIDIA DATA CENTER ACCELERATION PLATFORMSingle Platform Drives Utilization and Productivity
CUDA & CORE LIBRARIES - cuBLAS | NCCL
DEEP LEARNING
cuDNN
HPC
cuFFTOpenACC
+600 Applications
Amber
NAMD
CUSTOMER USE CASES Speech Translate Recommender
SCIENTIFIC APPLICATIONS
Molecular Simulations
WeatherForecasting
SeismicMapping
CONSUMER INTERNET & INDUSTRY APPLICATIONS
ManufacturingHealthcare Finance
MACHINE LEARNING
cuMLcuDF cuGRAPH cuDNN CUTLASS TensorRT
VIRTUAL GPU
VIRTUAL GRAPHICS
vDWS vPC
Creative & Technical
Knowledge Workers
vAPPS
TESLA GPUs & SYSTEMS
CLOUDTESLA GPU NVIDIA HGXNVIDIA DGX FAMILY SYSTEM OEM
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DEEP LEARNING FRAMEWORKS
VISION SPEECH BEHAVIOR
Object Detection Voice Recognition Language TranslationRecommendation
EnginesSentiment Analysis
DEEP LEARNING
cuDNN
MATH LIBRARIES
cuBLAS cuSPARSE
MULTI-GPU
NCCL
cuFFT
Mocha.jl
Image Classification
NVIDIA DEEP LEARNING SDK WITH DIFFERENT FRAMEWORKS
High Performance GPU-Acceleration for Deep Learning
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AI AND DEEP LEARNING
NIPS (2012)
ImageNet Classification with Deep Convolutional Neural Networks
Alex KrizhevskyUniversity of Toronto
Ilya SutskeverUniversity of Toronto
Geoffrey e. HintonUniversity of Toronto
Deep Learning
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AI REVOLUTION
Big Data Better ComputeBetter Algorithms
350 million images uploaded per day
Petabytes of customer data hourly
300 hours of video uploaded every minute
“The Three Breakthroughs that have Finally Unleashed A.I. on the World”
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Training
Device
GPU DEEP LEARNING IS A NEW COMPUTING MODEL
Training
Billions of Trillions of Operations
GPU train larger models,
accelerate time to marketInference
Data center inference
10s of billions of image, voice,
video queries per day
GPU inference for fast response,
maximize data center throughput
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HIGHER ACCURACY WITH DEEP LEARNING
50%
60%
70%
80%
90%
100%
Human / VehicleDetection
Facial Analysis Person & VehicleAnalysis
People Counting License PlateRecognition
VehicleClassification
Traditional Deep Learning
DATA: Hikvision, Dahua, and Uniview
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20% Higher Accuracy For Better
User Experience
50% Improvement in
User Engagement
SPEECH / VOICEIMAGES / VIDEO RECOMMENDATIONS
AI IS DRIVING CUSTOMER ENGAGEMENT
60X Better Latency for
Real-Time User Experience
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50% Reduction in Emergency
Road Repair Costs
>$6M / Year Savings and
Reduced Risk of Outage
INFRASTRUCTUREHEALTHCARE IOT
AI TRANSFORMING EVERY INDUSTRY
>80% Accuracy & Immediate Alert
to Radiologists
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14NVIDIA CONFIDENTIAL. DO NOT DISTRIBUTE.
SMART RETAILER
Popular Goods Shopper Dwell Shopper Path
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PLATFORM BUILT FOR AIAccelerating Every Framework And Fueling Innovation
All Major FrameworksAll Use-cases
Speech Video
Translation Personalization
Volta Tensor Core, NVSwitch, NVLink
Tensor Cores
NVLink NVSwitch
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CISCO-NVIDIA AI PLATFORM
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NVIDIA AI PLATFORMFrom data center to machines
Jetson
Jetpack
Simulation Model Training
Tesla GPUs
Deployment
Datacenter Robot | AIOT
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CISCO GPU ACCELERATED DATA CENTER
Machine Learning & AnalyticsDeep LearningGPU-Accelerated VDI
Windows 10
Virtual Workstations
Virtualization Artificial Intelligence
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Accelerate AI/ML ProjectsValidated with Popular Machine Learning Software
Industry leading SpecFully Integrated Platform Designed
to Accelerate Deep Learning
Simplified ManagementCisco Intersight or UCSM/CIMC managed
Prevents Operation SilosExtends Existing UCS
Environments with Consistent, Cloud-Based Management
Cisco UCS C480ML – Purpose Built Server for AI/ML/DL
➢ 40,000+ CUDA Cores
Validated Solutions & Software
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NVIDIA & CISCO PORTFOLIO: VIRTUALIZATION & COMPUTE
Test & Dev and Model Training
C240
2x M104 x T4 6 x T4
HyperFlex 240
Deep Learning/ Training
C480
Inferencing & VDI
C/HX 220 C/HX 240
AVAILABLE TODAY
Option of GPU Only Nodes
2 x V100 2 x V100 Per Node
6 x PCIe V100 8x SXM2 V100 with NVLink
C480 ML
Validated AI/ML SW For Turnkey Operation
Better Together, Customer Choice, Cisco Validated Design with Eco-system
UCSM and Intersight Managed
Converged
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Thank you !