Generative AI Bootcamp

01. Introduction to NLP and LLMs

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:

1.1 Introduction to GenAI and NLP

• GenAI
• NLP

1.2 Introduction to LLMs

• What LLMs are??
• Attention mechanism
• Hallucinations
• Solutions
• RAG and fine-tuning

02. Introduction to RAG

2.1 Introduction to RAG

• What is RAG?
• RAG vs. Fine-tuning
• How does RAG work?
• RAG components
• RAG in practice

other resources

here is an insightful course from Google Cloud Introduction to Generative AI

Instructor

• Mohammed Arbi Nsibi

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Keywords: RAG, Retrieval-Augmented Generation, NLP, AI, Machine Learning, Information Retrieval, Natural Language Processing, LLM, Embeddings, Semantic Search