ResNet
ResNet helps a very deep AI pass information forward without getting lost.
What it does
ResNet helps a very deep AI pass information forward without getting lost.
Residual: The info passed through a shortcut • Layers: Decision levels
How it works
- Build many layers.
- Add shortcut paths around some layers.
- Use the shortcuts so useful information can keep moving.
Uses & Applications
- A camera app can recognize objects in photos.
- A quality-check system can spot defects in products.
- A medical image tool can help sort scans for human review.
In short
Shortcuts help very deep networks learn better.
Try it yourself
Give a signal a shortcut
A number travels through several steps. A shortcut can carry its original value straight to the end.
Your turn
Change one setting at a time. Reset example puts everything back.
Follow a residual connection
Step 1Why this happens