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Journée ROMEO, 9 juin 2016
Frédéric Parienté, Tesla Accelerated Computing, NVIDIA Corporation
LA RÉVOLUTION DU DEEP LEARNI...
Deep Learning Achieves
“Superhuman” Results
A NEW COMPUTING MODEL
Traditional Computer Vision
Experts + Time
Deep Learning...
KEY DRIVERS FOR DEEP LEARNING
Big Data GPU AccelerationBetter Algorithms
350 millions
images uploaded
per day
2.5 Petabyte...
NVIDIA DEEP LEARNING SDK
High Performance GPU-Acceleration for Deep Learning
COMPUTER VISION SPEECH AND AUDIO BEHAVIOR
Obj...
EVERY INDUSTRY WANTS DEEP LEARNING
Cloud Service Provider Medicine Media & Entertainment Security & Defense Autonomous Mac...
AUTONOMOUS DRIVING
https://www.youtube.com/watch?v=qhUvQiKec2U
ROBOTICS
https://www.youtube.com/watch?v=JeVppkoloXs
SPEECH RECOGNITION
https://www.youtube.com/watch?v=l5eparXPc7Q
ART
https://www.youtube.com/watch?v=Khuj4ASldmU
MEDICAL
https://www.youtube.com/watch?v=BmH5_BQUYT0
BAIDU: DL DEVELOPERS NEED HPC
“Investments in computer systems — and I
think the bleeding-edge of AI, and deep
learning sp...
MICROSOFT: “SUPER DEEP NETWORKS”
Microsoft Deep ResNet
http://arxiv.org/pdf/1512.03385v1.pdf
18 LAYERS
1.8 GF
152 LAYERS
1...
NVIDIA DGX-1
WORLD’S FIRST DEEP LEARNING SUPERCOMPUTER
170 TFLOPS FP16
8x Tesla P100 16GB
NVLink Hybrid Cube Mesh
Accelera...
DEEP LEARNING &
ARTIFICIAL INTELLIGENCE
Sep 28-29, 2016 | Amsterdam
www.gputechconf.eu #GTC16
SELF-DRIVING CARS VIRTUAL RE...
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The Revolution of Deep Learning

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concept, usecases and trends in deep learning
Journée ROMEO, 9 June 2016, Reims

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The Revolution of Deep Learning

  1. 1. Journée ROMEO, 9 juin 2016 Frédéric Parienté, Tesla Accelerated Computing, NVIDIA Corporation LA RÉVOLUTION DU DEEP LEARNING
  2. 2. Deep Learning Achieves “Superhuman” Results A NEW COMPUTING MODEL Traditional Computer Vision Experts + Time Deep Learning Object Detection DNN + Data + HPC ImageNet
  3. 3. KEY DRIVERS FOR DEEP LEARNING Big Data GPU AccelerationBetter Algorithms 350 millions images uploaded per day 2.5 Petabytes of customer data hourly 300 hours of video uploaded every minute “The Three Breakthroughs that have Finally Unleashed A.I. on the World”
  4. 4. NVIDIA DEEP LEARNING SDK High Performance GPU-Acceleration for Deep Learning COMPUTER VISION SPEECH AND AUDIO BEHAVIOR Object Detection Voice Recognition Translation Recommendation Engines Sentiment Analysis DEEP LEARNING cuDNN MATH LIBRARIES cuBLAS cuSPARSE MULTI-GPU NCCL cuFFT Mocha.jl Image Classification DEEP LEARNING SDK FRAMEWORKS APPLICATIONS
  5. 5. EVERY INDUSTRY WANTS DEEP LEARNING Cloud Service Provider Medicine Media & Entertainment Security & Defense Autonomous Machines  Cancer cell detection  Diabetic grading  Drug discovery  Pedestrian detection  Lane tracking  Recognize traffic sign  Face recognition  Video surveillance  Cyber security  Video captioning  Content based search  Real time translation  Image/Video classification  Speech recognition  Natural language processing
  6. 6. AUTONOMOUS DRIVING https://www.youtube.com/watch?v=qhUvQiKec2U
  7. 7. ROBOTICS https://www.youtube.com/watch?v=JeVppkoloXs
  8. 8. SPEECH RECOGNITION https://www.youtube.com/watch?v=l5eparXPc7Q
  9. 9. ART https://www.youtube.com/watch?v=Khuj4ASldmU
  10. 10. MEDICAL https://www.youtube.com/watch?v=BmH5_BQUYT0
  11. 11. BAIDU: DL DEVELOPERS NEED HPC “Investments in computer systems — and I think the bleeding-edge of AI, and deep learning specifically, is shifting to HPC (high performance computing) — can cut down the time to run an experiment, and therefore go around the circle, from a week to a day and sometimes even faster.” “Those of us that grew up doing machine learning often didn’t grow up with an HPC or computer systems background … partnerships between machine learning researchers and computer systems researchers tend to help both teams drive a lot of machine learning progress.” — Andrew Ng
  12. 12. MICROSOFT: “SUPER DEEP NETWORKS” Microsoft Deep ResNet http://arxiv.org/pdf/1512.03385v1.pdf 18 LAYERS 1.8 GF 152 LAYERS 11.3 GF >6X MORE FLOPSRevolution of Depth
  13. 13. NVIDIA DGX-1 WORLD’S FIRST DEEP LEARNING SUPERCOMPUTER 170 TFLOPS FP16 8x Tesla P100 16GB NVLink Hybrid Cube Mesh Accelerates Major AI Frameworks Dual Xeon 7 TB SSD Deep Learning Cache Dual 10GbE, Quad IB 100Gb 3RU – 3200W
  14. 14. DEEP LEARNING & ARTIFICIAL INTELLIGENCE Sep 28-29, 2016 | Amsterdam www.gputechconf.eu #GTC16 SELF-DRIVING CARS VIRTUAL REALITY & AUGMENTED REALITY SUPERCOMPUTING & HPC GTC Europe is a two-day conference designed to expose the innovative ways developers, businesses and academics are using parallel computing to transform our world. EUROPE’S BRIGHTEST MINDS & BEST IDEAS 2 Days | 800 Attendees | 50+ Exhibitors | 50+ Speakers | 15+ Tracks | 15+ Workshops | 1-to-1 Meetings

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