# Visualizing the Loss Landscape of Neural Nets - @liVisualizingLossLandscape2018 - Generalization error relates to convexity in the loss landscape - ![](../images/Pasted%20image%2020230327124720.png) - [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 - ![](../images/Pasted%20image%2020230327124659.png)