Have example scripts for every task

[merveenoyan]

We should have example scripts for every task we will support, as we develop model card features/inference specific features for the task and showcase them. We need scripts for below for the planned tasks:

• [ ] tabular-regression
• [ ] text-classification
• [ ] text-regression

The tabular-classification one already exists for the features we have now, but maybe we could have a more end to end one that has both hub_utils and card in one place for the task.

[adrinjalali]

we first need to handle #102 for the text stuff, but yes.

[BenjaminBossan]

I'm just wondering: are classification vs regression different enough that we need a separate example? For text input, I agree.

[merveenoyan]

@BenjaminBossan I think the visualizations and metrics are different and at one point we might have methods specified to tasks so it's good imo (nice to have after we get everything done).

[lazarust]

Hi! I've added an example of tabular regression in #254. Let me know if I did anything wrong!

[lazarust]

@merveenoyan I think the text-classification task is already done in /examples/plot_text_classification.py unless I misunderstand the task? It looks like the text-classification example is still using pickle instead of skops.io so I can update that if needed.

[merveenoyan]

@lazarust thanks a lot for the contribution, and yes, it was already done! I was wondering if for now we should keep the pickle as we don't support skops format for inference API. I will work on it in upcoming weeks after I catch up and wrap up other stuff. For now, I say we keep it.