Introduction to Artificial Intelligence (1day) Training Course

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