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Generative AI Bootcamp

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

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


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