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ICCV19 Seoul Tutorial : Dive Deep into Deep Learning Algorithms with GluonCV Toolkit (Proposing)

Time: TBD

Location: TBD

Organizers: Hang Zhang, Tong He, Zhi Zhang, Zhongyue Zhang, Haibin Lin, Aston Zhang, Mu Li

Abstract

Agenda

Time Title Slides Notebooks
8:30-9:15 Welcome and AWS Setup link link
9:15-10:00 Deep Learning and Gluon Basics (NDArray, AutoGrad, Libraries) [link][ ] link,link
10:00-10:30 Coffe Break
10:30-11:45 Bags of Tricks for Image Classification (ResNet, MobileNet, Inception) link link
12:00-2:00 Lunch and Break
2:00-3:45 Understanding Object Detectors (SSD, Faster RCNN, YOLOV3) link link
3:45-5:00 Semantic segmentation algorithms (FCN, PSPNet, DeepLabV3) link link
5:00-5:30 Painless Deployment (C++, TVM) [link][ ] [link][ ]
5:30-5:45 Q&A and Closing

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