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Affine Spline Insights into Deep Learning - Richard Baraniuk, Rice University
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- 1 Intro
- 2 prediction problem
- 3 deep nets approximate
- 4 deep nets and splines
- 5 spline approximation
- 6 max-affine spline (MAS)
- 7 max-affine spline operator (MASO)
- 8 partitioning
- 9 MASO spline partition
- 10 learning
- 11 theory of the MASO partition
- 12 local affine mapping - CNN
- 13 deep nets are matched filterbanks
- 14 partition-based signal distance
- 15 understanding data augmentation
- 16 summary
- 17 additional research directions
