Deep Learning Day @ SUTD
2016-10-28 本文已影响63人
Shuailong
NVIDIA Openning Address
Dr. Simon See
NVIDIA: an AI computing company
Introduction tp Deep Learning with GPUs
Jeffrey Adie, NVIDIA
AI -> ML -> NN -> DL
Deep Learning benefits:
- Robust
- Generalizable
- Scalable
NVIDIA DGX-1: First Deep Learning Machine
CUDA for Deep Leaning Development
cuDNN: Deep Learning Primitives
NVIDIA DIGITS: Interactive Deep Learning GPU Training System
Learning to Hash and diagnose with DNN
Ngai-Man Cheung
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Hash based approximate for image data indexing.
DL: learn the hash function to project from high dimension image feature vector to binary code -
Skin Cancer detection
limited data -> trained CNN, use FC output as feature and feed into other classifiers -
Chronic Would Assessment
Deeper Learning for Smarter Cities
Lin Shaowei
- Step1: Traditional Programming -> Intentional Programming
Functional Program - Step2: Data and APIs
Content-centric networking(CCN)
Named data networking/Named function networking
Security: Block Chain vs. ICANN & DNS - Message Passing(coordinate services through topics)
Publish-subscribe protocols eg. MQTT(IBM)
