0 Deep Learning Theory 1-1: Can shallow network fit any function?

1 Deep Learning Theory 1-2: Potential of Deep

2 Deep Learning Theory 1-3: Is Deep better than Shallow?

3 Deep Learning Theory 2-1: When Gradient is Zero

4 Deep Learning Theory 2-2: Deep Linear Network

5 Deep Learning Theory 2-3: Does Deep Network have Local Minima?

6 Deep Learning Theory 2-4: Geometry of Loss Surfaces (Conjecture)

7 Deep Learning Theory 2-5: Geometry of Loss Surfaces (Empirical)

8 Deep Learning Theory 3-1: Generalization Capability of Deep Learning

9 Deep Learning Theory 3-2: Indicator of Generalization