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Classroom Contents
The Epistemology of Deep Learning - Yann LeCun
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- 1 Intro
- 2 DL: Engineering Science or Natural Science?
- 3 Theory often Follows Invention
- 4 Inspiration for DL: The Brain!
- 5 The Standard Paradigm of Pattern Recognition
- 6 1969-1985: Neural Net Winter
- 7 Biological Inspiration?
- 8 Theory is Good, Because it Makes Empiricism Efficient
- 9 Multilayer Neural Nets and Deep Learning
- 10 Inspiration for ConvNets: The Visual Cortex!
- 11 What About Learning Theory?
- 12 Lessons learned
- 13 What's an SVM, really?
