Is it possible to auto-compare different models?

[CWen001]

Hello, and thanks for this nice package. After using pycaret in python, I found lares quite convenient to finish the low-code auto-ML jobs.

A question about the functionality, Please. Is it possible for lares to compare different models? This is one killer feature of pycaret with the help of compare_models(), which gives the user a summary table. For simple academic use, it also helps demonstrate how different models perform as a fast exploration.

[laresbernardo]

Hi @CWen001 thanks for your nice feedback.

Given your comparing model request, I have in mind two possible ways to do so:

1. When running h2o_automl() you'll get a leaderboard will all the generated models and a dataframe that compares the main metric chosen to pick the winner

2. We have model_metrics() function that will give you a bunch of metrics you can use to compare any model. You'd have to run that for each model you'd like to compare and gather them up in a summary table. Feel free to develop this as a function and we could implement it in lares.

Cheers!