Update usage.md

Update usage.md

Remove gradio lite files

Add usage

Merge branch 'main' of hf.co:spaces/elvis-hf/regularization

Make the contours bigger

Automatically set the suggested settings

Update README.md

Merge branch 'main' of hf.co:spaces/elvis-hf/regularization

Add range and levels error handling

Add function input error handling

Temporary set the minimum number of points to be 2

Fix bug in number of data points rounding

Use current dataset settings for setting suggested settings

Improve layout

Add automatic settings generation

Refactor to use a backend manager

Show loading screen when generating plots earlier

Add gradio lite edition

Refactor file structure

Update README.md

Refactor code to separate frontend and backend

Rename samples -> points

Show unregularized solution(s) in plot

Force the inclusion of (0,0) in the parameter grid

Add ability to change how x points are selected

Add gridlines to plot

Fix bug with hiding regularization path

Add a button to update setting changes

Fix plot for true function

Display model textbox and fix display formatting

Fix bug in using csv dataset

Add flexible dataset controls

Add flexible dataset controls

Add flexible dataset controls

Remove unused code

Refactor code to use gr.State to prevent race conditions with multiple users

Add plotly to requirements.txt

Make the data plot into a 3D interactive plotly plot

Add a regularization strength vs weight plot

Use ElasticNet's regularization path generator when using l2 loss

Split the regularization and data plots into two tabs

Optimised loss and regularization calculations

Add data plot

Add regularization path

Distinguish loss and regularization contours and add legend

- update layout

added requirements.txt

initial commit

initial commit