斯坦福李飛飛終于把【計算機視覺】給講明白了！全程16集，學不會我退出IT界！深度
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1.第1講_卷積簡介. P1 - 38:33
?ImageNet Challenge Winning algorithms
2012: AlexNet: 7 layer
2014: GoogleNet/VGG: 19 layers
2015: Microsoft Research Asia: ResNet 152 layers
deeper and deeper with tuning
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1.第1講_卷積簡介. P1 - 40:53
?Invention from 1998 in Bell Lab: LeCun et al.
- for handwritten checks
Grown Popularity in 2012:
- GPU computation
- data-hungry: deploy of PASCAL & ImageNet
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1.第1講_卷積簡介. P1 - 45:06
?3D understanding of the world
- activity
- AR/VR
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1.第1講_卷積簡介. P1 - 46:21
?EX. Visual Genome
- more connections
EX. Fei-Fei's Gradual work
- description of photo
- from external knowledge
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1.第1講_卷積簡介. P1 - 50:23
?People: 3 Instructor, 18 TA, graduated PhD
Textbook: Deep Learning
- by Goodfellow, Yoshua Bengio, Aaron Courville
- free online
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1.第1講_卷積簡介. P1 - 53:13
?thorough & detailed: from mechanics to train
pratical
state-of-the-art
fun
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