Course: Exam Prep AI-102: Microsoft Azure AI Engineer Associate
Modules:
About the Course, Prerequisites for Attending this Course, Introduction to Azure AI Services, Introduction to Azure Machine Learning Services, Python Installation, Azure AI Services - Overview, What are Azure AI Solutions - Part 1, What are Azure AI Solutions - Part 2, Knowledge Mining Solution, Responsible AI principles, Azure Virtual Networks, Demo: Protect account keys by using Azure Key Vault - Part 1, Demo: Protect account keys by using Azure Key Vault - Part 2, Manage account keys & Authentication, Manage account keys & Authentication - Demo, Manage private communications- Part 1, Manage private communications - Part 2, Create an Azure AI resource, Create an Azure AI resource - Demo, Configure diagnostic logging, Configure diagnostic logging - Demo, Manage costs for Azure AI services, Manage costs for Azure AI services - Demo, Monitor an Azure AI resource, Monitor an Azure AI resource - Demo, CI/CD Integration, Working with Containers
Computer Vision, Azure AI Vision - Overview, Azure AI Custom Vision - Overview, Azure AI Custom Vision - Demo, Spatial Analysis - Overview, Spatial Analysis - Demo, Image Classification & Object Detection, Object Detection and Image Tagging in Azure AI Vision, OCR for images - Azure AI Vision, OCR - Text Extraction, Azure Video Indexer, Azure Video Indexer - Demo, Image Calssification & Object Detection, Image Calssification & Object Detection - Demo, Creating a Custom Model, Training a Custom Model, Creating and Training a Custom Model - Demo, Model Evaluation, Model Evaluation & Testing - Demo, Model Exporting, Model Exporting - Demo
Azure AI Language - Part 1, Azure AI Language - Part 2, Azure AI Language - Demo, Analyze Text : Key Phrases, Analyze Text : Entities, Analyze Text : Sentiment, Analyze Text : Language Detection, Azure AI Speech Service: Overview, Azure AI Speech Service: Demo - Part 1, Azure AI Speech Service: Demo - Part 2, Process Speech: Text-to-Speech, Process Speech: Speech-to-Text, Process Speech: Keyword & Intent Recognition, Azure Translator Service, Translate Speech-to-speech using Azure Services, Azure Speech-to-Text Translation, Custom Translation Models, Language Understanding Model : Create Intents and Add Utterances, Language Understanding Model : Create Entities, Language Understanding Model : Train, Evaluate, Deploy, and Test, Language Understanding Model : Optimize a Language Understanding model, Language Understanding Model : Integrate multiple language service model, Language Understanding Model- Import and Export language understand, Demo - Conversational Language Model: Creating Language Service Resource & Conversation Understand, Demo - Conversational Language Model : Training & Deployment with Performance Analysis, Demo - Conversational Language Model : Creating a Schema Definition and Training a Conversational Language Model, Demo - Conversational Language Model : Testing a Conversational Language Model, Creating a Question Answering Project and a Source, Train and test a knowledge base, Exporting Publishing a knowledge base, Creating Web Chat Bot, Create a multi-turn conversation, Adding chit-chat to a Knowledge Base, Demo - Conversational Language Understanding Project using Azure Language Studio, Demo - Deploying and Testing Azure LUIS Conversational Language Understanding Project, Demo - Creating a Knowledge Base : QnAMaker Tool Step-by-Step Guide, Demo - Knowledge Base Creation and Deployment with QnAMaker
Azure AI Search - Overview, Demo: Azure AI Search Skillset Concepts, Azure AI Document Intelligence Overview, Azure AI Document Intelligence with Pre Built Models - Demo, Azure AI Document Intelligence - Custom Model, Demo: Build an Azure AI Document Intelligence custom skill for Azure AI Search - Part 1, Demo: Build an Azure AI Document Intelligence custom skill for Azure AI Search - Part 2
Generative AI Solutions - Overview, Azure OpenAI - Overview and Service Models Part 1, Azure OpenAI - Overview and Service Models Part 2, Azure OpenAI Service -  Natural Language Solutions, Azure OpenAI - Prompt engineering techniques, Azure OpenAI Service REST API, Decision Support Solutions - Overview, Azure AI Content Safety - Overview, Azure AI Content Safety - Demo, Generate and improve code with Azure OpenAI Service - Part 1, Generate and improve code with Azure OpenAI Service - Part 2, Generate images with Azure OpenAI Service, Summary of AI-102, How to Prepare for the Exam, Key Takeaways