Generative AI with Azure OpenAI Services - Comprehensive Crash Course

Overview

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Dive into a comprehensive crash course on Generative AI using Azure Cloud OpenAI Services. Learn to leverage powerful language models like ChatGPT, GPT, Codex, and Embeddings for natural language processing solutions. Explore Azure OpenAI Service through REST APIs, SDKs, and Azure OpenAI Studio. Cover topics including Azure AI Service introduction, differences between Azure OpenAI and OpenAI APIs, resource creation, model deployment, and DALL-E image generation. Develop practical skills in chat completion, custom QA chatbots, audio-to-text conversion, function calling, and model fine-tuning. Gain hands-on experience with Azure AI Studio, creating custom RAG chatbots, and deploying applications. Perfect for developers and AI enthusiasts looking to master generative AI techniques using Azure's cloud infrastructure.

Syllabus

Introduction
Introduction of Mentor
Overview of the Syllabus
Azure AI Service Introduction
Differences between Azure Open AI API and Open AI API
Creating Azure Open AI Resource
Model Deployment
Using DALL-E for Image Generation
Chat Completion API using Python SDK with Azure Open AI Client
Creating QA Chatbot Using Own Custom Dataset
Audio or video to text using whisper model
Function Calling using Azure Open AI API
Function Calling implementation using python
Finetuning using Azure Open AI model
Introduction of Azure AI Studio
Creating Custom RAG chatbot using Azure AI Studio
Setting up flask for Custom RAG Chatbot
RAG Architecture Explain
Deployment of RAG Chatbot Application using Azure AI studio