a simple NLP project

[saadRouyass]

Issue 653

• This project explores the use of Natural Language Processing (NLP) techniques to analyze messages from banking clients and identify their underlying intent.

• CodePeak 2025 Participant

• Contributor

Closes: #653

Describe the add-ons or changes you've made

This is the initial implementation of the Client Intent Detection project.
I set up the project structure, added the dataset loading and preprocessing scripts, implemented the intent classification model using TensorFlow and Keras, and included essential components such as label encoding, TF-IDF vectorization, model training, and evaluation.
Additionally, I added comments, a requirements file, and a brief project description in the README for better clarity and future collaboration.

Type of change

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested?

Describe how it has been tested
The initial implementation has been tested by running the data preprocessing and model training scripts on a sample dataset of banking client messages.

Checklist:

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[welcome]

Hello there! 👋 Welcome to the project! 💖
Thank you and congrats 🎉 for opening your first pull request. Please adhere to our Code of Conduct. 🙌🏻 We will get back to you as soon as we can. 😄

Feel free to get in touch with me through social media handles. Hope to see you there!😄