Module 1: Introduction to Azure Open Al Service
- Introduction to OpenAl
- Azure OpenAl service
- Comparing Azure OpenAl and OpenAl
- Responsible Al
- Components and key concepts
- Azure OpenAl Service quotas and limits
Module 2: Using Azure OpenAl service models and key concepts
- Azure OpenAl Service models and model sets
- Legacy models
- ChatGPT models (gpt-35-turbo and GPT-4)
- GPT-4
- DALL-E (Preview)
- Embeddings models
- AOAI Text and Code models - Capabilities and use cases
- Finding the right model
Hands-on Labs
- Provisioning Azure OpenAl Service
- Generating text and code using Azure OpenAl Service models
- Getting started using ChatGPT and GPT-4 with Azure OpenAl Service
- Generating E-mail Content generation using Azure OpenAl
- Generating images using DALL-E
Module 3: Understanding Prompt Engineering, Content Filtering and Embeddings
- Introduction to prompt engineering
- Prompt engineering techniques
- Introduction to Abuse monitoring and Content Filtering
- Understanding embeddings in Azure OpenAl Service
- Cosine similarity
- How to generate embeddings with Azure OpenAl
- Azure OpenAl on your data(preview)
- Using the Codex model to generate the desired information in Azure OpenAl Studio
- Utilizing prompt engineering using Chat GPT
- Using Azure OpenAl Service embeddings to perform a document search
- Using Azure Cognitive Services Speech to converse with Azure OpenAl Service
- Generate or manipulate text using Completions endpoint
- Generating and manipulating code using Codex
- Customizing the model by preparing the dataset
- Fine-tuning your model
- Configuring Azure OpenAl Service with Managed Identities and Azure Cognitive Services virtual networks
- Manage quota
- Using Azure OpenAl with large datasets
- Azure OpenAl Service encryption of data at rest BCDR considerations with Azure OpenAl Service
- Monitoring Azure OpenAl Service
- Planning to manage costs for Azure OpenAl Service\Responsible Al
- Preparing Azure OpenAl models for customer scenarios
- Generating Podcast Synopsis with Azure OpenAI GPT
- Preparing the data and Fine-tuning your model
- Using the Codex model to generate the desired information in Azure OpenAl Studio