Backto DL Materials
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Lecture I: Introduction of Deep Learning
DL 统共分三步,
- Step 1: Desgin a Network Struture (a set of functions with params , linear/non-linear)
- Step 2: Set Learning Target (loss function )
- Step 3: Dive into learning! (pick the best group of
that minimize
)
DL 胜任的工作:
Human Brains
AI Neural Network
A typical Fully Connected Network
Loss
Total Loss
- Gradient Descent
- Backpropagation is an efficient way to compute
Lecture II: Tips for Training Deep Neural Network
Lecture III: Variants of Neural Network
Lecture IV: Next Wave