Generative AI hands on training covering RAG with Azure, SQL chains, SQL Agents, Synthetic Data Generation. Familiarity with Python expected, need to have OpenAI API key, and some supporting infrastructure in Azure.
Course Modules
Module 1: Introduction to Generative AI
Overview of Generative AI Current trends and applications
Module 2: Retrieval-Augmented Generation (RAG) with Azure
Understanding RAG and its significance Implementing RAG using Azure services Hands-on project: Building a RAG-based application
Module 3: Advanced SQL for AI Introduction to SQL chains and SQL Agents Utilizing SQL in AI workflows Practical exercises on SQL chains
Module 4: Synthetic Data Generation The importance of synthetic data in AI Techniques and tools for generating synthetic data Creating and using synthetic datasets
Module 5: Hands on Applying the skills learned in a comprehensive project
Prerequisites Basic understanding of AI and machine learning concepts Familiarity with programming (preferably in Python) Basic knowledge of SQL and databases