講師簡介:
孫民助理教授│清華大學電機系
孫民博士目前任教於國立清華大學電機系,他畢業於國立交通大學電子工程學系後,取得史坦福電機碩士、密西根安雅堡電機系統組博士、以及西雅圖華盛頓大學計算機工程博士後的經歷。他的研究興趣在電腦視覺、機器學習、以及人機互動領域,近年來基於深度學習在電腦視覺的突破,他致力於開發橫跨人工智慧不同子領域的系統,如自動影片文字描述(視覺x自然語言)、以及與人類行為互動的智慧機器(視覺 x 控制)。
10. GPU: NVIDIA CUDA
Tesla P100 With Over 20 TFLOPS Of FP16
Read more: http://wccftech.com/nvidia-pascal-gpu-gtc-2016/#ixzz456KT75Jf
11. Talents:
DNNresearch acquired by Google
Geoffrey Hinton (right: Professor) Alex Krizhevsky (middle; PhD student), and Ilya
Sutskever (left; Postdoc)
A story in computer Vision!
12. DL Fuses AI-subfields
• Vision and Language
• Vision and Control
http://mscoco.org/
Atari Breakout game & AlphaGo, DeepMind.
-> AGI
• Multiple Encoding and Decoding
13. Image Captioning
f( ) =
The man at bat is
ready to swing
at the pitch
Vision Language
Recurrent Neuron Network (RNN)
credit: Nature
convolutions
Convolution Neuron Network (CNN)
credit: wiki
43. Taiwan’s Opportunities
• Factory Automation
– Manufacture Data
• Intelligent of Things (IoT)
– Sensors: AI for sensor fusion
• Smart Cities
– Government Open Data (http://index.okfn.org/place/taiwan/)
• Health Care
– Causality
• VR
– Content Generation