NVIDIA GPU Computing - A Journey from PC Gaming to Deep Learning
Stanford University via YouTube
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Overview
Syllabus
Introduction
Background about Nvidia
Gaming
Console Gaming
Cloud Gaming
Supercomputing
Tesla V100
How do we get here
The intent
Classic GPUs
Rendering
Numeric representations
Vertex fetch engine
Unified shaders
G80
throughput vs latency
CUDA
Fermi Architecture
Kepler Architecture
Pascal Architecture
GTX 1080 TI
Volta GV100
Tensor Core
Interconnect
Titan
Deep Neural Network
ImageNet
Models are Complex
Training
Tensor RT
Image Per Second
Automotive
SOCs
Drive PX2
Taught by
Stanford Online