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TODOs

  • Optional shortcut (Done, but untested)
  • Fix BUGs mentioned in Issues (Done)
  • Use Conv1D instead of Conv2D (Done)
  • Three types of downsampling between blocks: (a) maxpooling (Done) (b) k-maxpooling (Done) (c) Convolution with Stride 2 (Done)
  • Make data_helper into a Python Class (Done)
  • Code for: (a) Tensorboard (b) Model Saving (c) No. Layers in hyperparameter instead of 3 classes for different depths (Done) (d) Control in train script of using He Uniform / Random Uniform for Lookup Table (Done) (e) Control in train script for Gradient Clip Value (f) Control for using bias or not (Done)
  • More research for learning rate settings.
  • More testing for the code.