[FEATURE] Add Naive Bayes Text Classification Algorithm

[AG141293]

Feature description

Feature Request

Algorithm Name: Naive Bayes Text Classification

Category: machine_learning/

Description:
Currently the repository has a basic Naive Bayes implementation.
but lacks a dedicated Text Classification example using
Naive Bayes. This is one of the most commonly taught
algorithms in NLP and would be valuable for learners.

What it should include:

• Implementation using only Python standard library / numpy
• Docstrings with examples
• doctests
• Example with a simple text dataset

References:

• https://en.wikipedia.org/wiki/Naive_Bayes_classifier
• https://scikit-learn.org/stable/modules/naive_bayes.html

Are you willing to work on this?
Yes, I can submit a PR for this.

[Raghav8690]

Hi @AG141293 , I’m interested in contributing to this feature.
I will add a Naive Bayes text classification implementation under machine_learning/ with:

• clean Python/numpy-based implementation
• detailed docstrings and doctests
• simple text dataset example
• usage demonstration and references

I’d be happy to submit a PR for this issue.