[FEATURE] "XAIWrapper Methods Validation, Exception Handling Improvements, and Feature Input Alignment in main.py"

[AHSANATIQ98]

Description

The current main.py script uses XAIWrapper, but methods like perform_eda, fit, analyze, generate_report, and explain_prediction may be missing or undefined. Exception handling could be more specific, and user input for predictions needs alignment with model features.

Problem it Solves

Validates that XAIWrapper provides the needed methods.
Improves debugging through better exception handling.
Ensures prediction input matches model feature names.

Proposed Solution

Check if XAIWrapper has the required methods, or replace/implement them.
Handle specific exceptions like FileNotFoundError.
Ensure feature input consistency in generate_predictions().

Alternatives Considered

Use custom functions or a different XAI library if XAIWrapper lacks these methods.

Additional Context

For the main.py file, used for XAI analysis on datasets with various ML models.

Participant

gssoc-ext

[TheUsefulNerd]

I want to work on this @AHSANATIQ98, @ombhojane .....I made some changes in the main.py code by forking and cloning this repo....I don't know how exactly to show you that the changes are working ( it does give me the output properly on my device ). So, if you let me know what proof you need to verify my work, I will try and provide it.

[Sai-ganesh-0004]

hey @ombhojane I would like to do it Can you assign this to me