Welcome to the Advanced Natural Language Processing (NLP) section! This guide dives deeper into complex concepts and techniques beyond basic NLP. If you're new to NLP, start with our Introduction to NLP before exploring advanced topics.
Key Topics Covered 🔍
Attention Mechanisms 🎯
Dive into the mathematics behind self-attention and transformer models.Sequence-to-Sequence Models 🔄
Learn how to build models for tasks like machine translation.BERT and Pre-trained Models 🧠
Explore fine-tuning strategies for state-of-the-art architectures.Ethical AI in NLP 📌
Discuss bias mitigation and fairness in language models.
Hands-On Projects 🛠
- Implement a Transformer-based chatbot
- Fine-tune BERT for sentiment analysis
- Build a multilingual translation system
Expand Your Knowledge 🌐
For deeper insights, check out our NLP Research Papers or Deep Learning Fundamentals.
Let us know if you'd like to dive into specific subtopics! 🚀