斯坦福李飞飞终于把【计算机视觉】给讲明白了！全程16集，学不会我退出IT界！深度
1.第1讲_卷积简介. 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
1.第1讲_卷积简介. 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
1.第1讲_卷积简介. P1 - 45:06
3D understanding of the world
- activity
- AR/VR
1.第1讲_卷积简介. P1 - 46:21
EX. Visual Genome
- more connections
EX. Fei-Fei's Gradual work
- description of photo
- from external knowledge
1.第1讲_卷积简介. P1 - 50:23
People: 3 Instructor, 18 TA, graduated PhD
Textbook: Deep Learning
- by Goodfellow, Yoshua Bengio, Aaron Courville
- free online
1.第1讲_卷积简介. P1 - 53:13
thorough & detailed: from mechanics to train
pratical
state-of-the-art
fun
