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Mad Max - Affine Spline Insights into Deep Learning
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- 1 Intro
- 2 deep nets and splines
- 3 spline approximation
- 4 kinds of splines
- 5 max-affine spline (MAS)
- 6 max-affine spline operator (MASO)
- 7 theorem
- 8 MASO spline partition
- 9 learning
- 10 geometry of the MASO partition
- 11 a conclusion
- 12 local affine mapping - CNN
- 13 deep nets are matched filterbanks
- 14 data memorization
- 15 deep net complexity
- 16 understanding data augmentation
- 17 beyond piecewise affine nets
