29. 29
72%
74%
84%
88%
93%
2010 2011 2012 2013 2014
ImageNet Challenge
GPU is 1 of 3 Breakthroughs
Revolutionizing Deep Learning
“Neural nets running on GPUs are routinely
used by cloud-enabled companies such as
Facebook to identify your friends in photos…”
Accuracy
NVIDIA
CUDA GPU
30. 30
HOW A DEEP NEURAL NETWORK SEES
Image “Audi A7”
Image source: “Unsupervised Learning of Hierarchical Representations with Convolutional Deep Belief Networks” ICML 2009 & Comm. ACM 2011.
Honglak Lee, Roger Grosse, Rajesh Ranganath, and Andrew Ng.
38. 38
NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER
Classified Object!
NVIDIA DEEP LEARNING ARCHITECTURE
Network
Solver
TX1 TX1
Camera
Inputs
Data Scientist
Trained
Deep
Neural
Net
Model
39. 39
NVIDIA DRIVE PXNVIDIA GPU SUPERCOMPUTER
Classified Object!
CARS THAT SEE BETTER… AND LEARN
Network
Solver
TX1 TX1
Data Scientist Camera
Inputs
!
Trained
Deep
Neural
Net
Model