Pull Request for DL-Simplified 💡

Issue Title : Named Entity Recognition using NLP

• Info about the related issue (Aim of the project) : Implement NER using NLP.
• Name: Gaurav Upreti
• GitHub ID: Reaper-ai
• Idenitfy yourself: GSSoC 2026

Closes: #947

Describe the add-ons or changes you've made 📃

• Added EDA notebook outputs and visualizations.
• Built a BiLSTM NER model training pipeline with per-epoch checkpoints.
• Created a Streamlit inference app.
• Updated README with project details and embedded images.

Type of change ☑️

• New feature (non-breaking change which adds functionality)
• Bug fix (non-breaking change which fixes an issue)
• 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? ⚙️

• End to End notbook execution
• Integrated testing

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.