Visualizing the Loss Landscape of Neural Nets

  • @liVisualizingLossLandscape2018
  • Generalization error relates to convexity in the loss landscape
  • [Random Directions](Random Directions.md)
  • [Sharpness and Flatness](Sharpness and Flatness.md)
  • [Training Trajectories](Training Trajectories.md)

Solutions

  • [Layer Normalization](Layer Normalization.md)
  • [Filter Wise Normalization](Filter Wise Normalization.md)
  • [Trajectory Plotting with PCA](Trajectory Plotting with PCA.md)

Images