Week 7, Convolutional Neural Network (CNN) What

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Week 7, Convolutional Neural Network (CNN) What
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Week 7, Convolutional Neural Network (CNN) What deep network can do? Computer Vision Classification Detection Segmentation Caption generation Large language models Protein folding ML-based force field, etc MLP and inductive bias In

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01
Week 7, Convolutional Neural Network (CNN)<br>
02
What deep network can do? Computer Vision
Classification
Detection
Segmentation
Caption generation Large language models

Protein folding

ML-based force field, etc<br>
03
MLP and inductive bias In principle, with enough width and depth, the multi-layer perceptrons (MLP) can do everything

However, in practice, it is inefficient due to a larger number of parameters needed for training and inference

Thus, a strong “inductive bias” is needed for computer vision/classification. Translational equi-variance is helpful<br>