AI Projects: Natural Language Processing (NLP)

Welcome to my repository of personal AI projects! Here, I share the work I'm doing in the field of Natural Language Processing (NLP).

Contents

NLP Projects

• These projects explore different algorithms and models across various NLP tasks.
• I experiment with methods ranging from building Transformers from scratch to fine-tuning pre-trained models.
• The projects include implementations of:
  • Transformer Models (built from scratch)
  • Fine-Tuning Pre-Trained Models
  • Sentiment Analysis
  • Named Entity Recognition (NER)
  • Text Classification
  • And many more NLP tasks

How to Run the Code

On Local Machine

If you have a CUDA-powered machine and want to run the projects locally, follow these steps:

Windows

conda env create -f env.yml -n nlp_projects_env
conda activate nlp_projects_env

Notice

• Make sure you have Conda installed.
• The projects are compatible with Python 3.11.

References

Here are some of the resources that have helped me on my journey:

• Umar Jamil AI YouTube Channel

  • Description: This channel is a great resource for building and understanding Transformers from scratch and diving into research papers. Highly recommended for deepening your knowledge of NLP.

• Transformers for Natural Language Processing and Computer Vision

  • Description: This book provides comprehensive coverage of Transformers, combining practical implementations with theoretical insights. It's a valuable resource for both NLP and computer vision projects.

Final Word

I hope this repository helps you with your personal projects. Feel free to contact me on my social accounts to discuss AI and share ideas!

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