Completed
– Happy birthday to the TAs!
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Classroom Contents
Natural Signals Properties and the Convolution
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- 1 – Happy birthday to the TAs!
- 2 – Today topic: convolutional neural nets
- 3 – Input layer, points, and signals
- 4 – Natural signal properties
- 5 – 1D stationarity
- 6 – 1D locality
- 7 – 2D stationarity
- 8 – 2D locality
- 9 – 2D compositionality
- 10 – Fully connected recap
- 11 – Locality ⇒ sparsity
- 12 – Stationarity ⇒ parameter sharing
- 13 – 1D kernels
- 14 – 1D padding
- 15 – ConvNet for images and tensor reshaping
- 16 – Pooling
- 17 – Jupyter Notebook: fully connected vs. convnet
- 18 – Deterministic pixel shuffling: breaking signal properties
- 19 – Final comparison
- 20 – Goodbye
