Deep Learning
Concepts&Frontiers
Applications
image classification
object detection
Applications
Applications
Applications
Motivations
Motivations
Motivations
Motivations
Motivations
Concepts
Linear classifier
Linear classifier
f(x,W) = Wx + b
f(x,W) = Wx + b
Array of 32x32x3 numbers
(3072 numbers total)
Linear classifier
Linear classifier
Linear classifier
Linear classifier
Image Features
Color Histogram
Image Features
Histogram of Oriented Gradients (HoG)
Image Features
Bag of Words
Image Features
Fully Connected Layer
PPT 链接
Learning Path
CS229/CS109
ML/DS
CS231n
DL for CV
CS224n
DL for NLP
CS246
DM
CS294
DL for RL