In this module, we will learn what NLP and LLM are and implement a simple NLP pipeline to from cleaning to word embeddings of text.
What we will do:
- GenAI
- NLP
- What LLMs are??
- Attention mechanism
- Hallucinations
- Solutions
- RAG and fine-tuning
- What is RAG?
- RAG vs. Fine-tuning
- How does RAG work?
- RAG components
- RAG in practice
here is an insightful course from Google Cloud Introduction to Generative AI
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Keywords: RAG, Retrieval-Augmented Generation, NLP, AI, Machine Learning, Information Retrieval, Natural Language Processing, LLM, Embeddings, Semantic Search