Course Outline

Introduction to AI

  • Overview of AI and its impact across industries
  • Understanding the basics of machine learning and deep learning
  • Discussion on the evolution of AI technologies and their current capabilities

Introduction to Generative AI and Large Language Models (LLM)

  • Understanding generative AI and its applications.
  • Exploring the architecture and capabilities of ChatGPT
  • Understanding privacy issues
  • Prompt Engineering

Foundations of Retrieval Augmented Generation (RAG) 

  • The concept of RAG and how it enhances generative models
  • Integrating retrieval into generative models for better context understanding  
  • Workshop: Implementing a basic RAG model for information retrieval

 GPT + RAG for Insights from Unstructured Data

  • Techniques for extracting insights from unstructured data using GPT and RAG
  •  Case study: Analysis of textual data to gather business intelligence

GPT for Insights from Structured Data

  •  Applying GPT models to structured data analysis
  • Techniques for transforming structured data into a format suitable for GPT

AI Tools and Software

  • ChatGPT
  • Claud
  • Copilot
  • LlamaIndex
  • Langchain


 7 Hours

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