Azure AI solutions: Planning and Management-Azure AI Engineer Associate - Course Introduction
Welcome to the Course
Course Outline
Azure AI solutions: Planning and Management - Course Overview
About the Course
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Prerequisites for Attending this Course
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Introduction to Azure AI Services
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Introduction to Azure Machine Learning Services
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Python Installation
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Azure AI Foundry - Overview
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Azure AI Foundry - Demo
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Microsoft Copilot: Your AI companion [Overview]
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Microsoft 365 Copilot - Overview
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Azure AI solutions: Planning and Management-Azure AI services : Appropriate Selection and Security
Azure AI Services - Overview
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What are Azure AI Solutions - Part 1
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What are Azure AI Solutions - Part 2
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Knowledge Mining Solution
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Responsible AI principles
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Azure Virtual Networks
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Demo: Protect account keys by using Azure Key Vault - Part 1
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Demo: Protect account keys by using Azure Key Vault - Part 2
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Manage account keys & Authentication
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Manage account keys & Authentication - Demo
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Manage private communications- Part 1
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Manage private communications - Part 2
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Azure AI solutions: Planning and Management-Create, Manage and Deploy an Azure AI service
Create an Azure AI resource
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Create an Azure AI resource - Demo
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Configure diagnostic logging
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Configure diagnostic logging - Demo
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Manage costs for Azure AI services
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Manage costs for Azure AI services - Demo
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Monitor an Azure AI resource
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Monitor an Azure AI resource - Demo
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CI/CD Integration
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Working with Containers
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Image & Video Processing Solutions-Analyze Text Extractor and Azure Video Indexer
Computer Vision Models Overview
Computer Vision
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Azure AI Vision - Overview
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Azure AI Custom Vision - Overview
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Azure AI Custom Vision - Demo
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Azure AI Vision Spatial Analysis
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Spatial Analysis - Overview
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Spatial Analysis - Demo
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Image Classification & Object Detection
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Object Detection and Image Tagging in Azure AI Vision
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OCR for images - Azure AI Vision
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OCR - Text Extraction
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Azure AI Video Indexer
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Azure Video Indexer - Demo
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Image & Video Processing Solutions-Image Classification & Object Detection
Image Calssification & Object Detection
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Image Calssification & Object Detection - Demo
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Creating a Custom Model
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Training a Custom Model
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Creating and Training a Custom Model - Demo
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Model Evaluation
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Model Evaluation & Testing - Demo
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Model Exporting
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Model Exporting - Demo
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Natural Language Processing (NLP) Solutions-Analyze text & Process Speech
Natural Language Processing (NLP) Solutions Overview
Azure AI Language - Part 1
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Azure AI Language - Part 2
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Azure AI Language - Demo
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Analyze Text : Key Phrases
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Analyze Text : Entities
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Analyze Text : Sentiment
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Analyze Text : Language Detection
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Azure AI Speech Service: Overview
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Azure AI Speech Service: Demo - Part 1
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Azure AI Speech Service: Demo - Part 2
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Azure AI Speech Service [speech-to-speech & speech-to-text]
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Process Speech: Text-to-Speech
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Process Speech: Speech-to-Text
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Process Speech: Keyword & Intent Recognition
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Translate to multiple languages simultaneously
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What is the Personally Identifying Information (PII) detection
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Natural Language Processing (NLP) Solutions-Translate Language & Language Understanding Model
Azure Translator Service
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Azure AI Translator - Overview [Speech and Custom]
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Translate Speech-to-speech using Azure Services
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Azure Speech-to-Text Translation
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Custom Translation Models
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Language Understanding Model : Create Intents and Add Utterances
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Language Understanding Model : Create Entities
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Language Understanding Model : Train, Evaluate, Deploy, and Test
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Language Understanding Model : Optimize a Language Understanding model
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Language Understanding Model : Integrate multiple language service model
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Language Understanding Model- Import and Export language understand
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Demo - Conversational Language Model: Creating Language Service Resource & Conversation Understand
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Demo - Conversational Language Model : Training & Deployment with Performance Analysis
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Demo - Conversational Language Model : Creating a Schema Definition and Training a Conversational Language Model
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Demo - Conversational Language Model : Testing a Conversational Language Model
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Natural Language Processing (NLP) Solutions-Creating Conversational Q&A Solutions
Creating a Question Answering Project and a Source
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Train and test a knowledge base
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Exporting Publishing a knowledge base
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Creating Web Chat Bot
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Create a multi-turn conversation
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Adding chit-chat to a Knowledge Base
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Demo - Conversational Language Understanding Project using Azure Language Studio
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Demo - Deploying and Testing Azure LUIS Conversational Language Understanding Project
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Demo - Creating a Knowledge Base : QnAMaker Tool Step-by-Step Guide
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Demo - Knowledge Base Creation and Deployment with QnAMaker
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Knowledge Mining Solutions-Cognitive Search & AI Enrichment Skills
Knowledge Mining with Document Intelligence Solutions Overview
Azure AI Search - Overview
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Azure AI Document Intelligence Overview
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Azure AI Search - Custom skill interface
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Demo: Azure AI Search Skillset Concepts
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Azure AI Document Intelligence with Pre Built Models - Demo
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Azure AI Document Intelligence - Custom Model
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Demo: Build an Azure AI Document Intelligence custom skill for Azure AI Search - Part 1
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Demo: Build an Azure AI Document Intelligence custom skill for Azure AI Search - Part 2
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Query an index, including syntax, sorting, filtering, and wildcards - Demo
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Define projections in a knowledge store - Demo
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Generative AI with Content Moderation Solutions-Untitled Lesson
Generative AI with Content Moderation Solutions Overview
Generative AI Solutions - Overview
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Azure OpenAI - Overview and Service Models Part 1
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Azure OpenAI - Overview and Service Models Part 2
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Azure OpenAI Service - Natural Language Solutions
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Azure OpenAI - Prompt engineering techniques
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Azure OpenAI Service REST API
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Decision Support Solutions - Overview
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Azure AI Content Safety - Overview
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Azure AI Content Safety - Demo
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Generate and improve code with Azure OpenAI Service - Part 1
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Generate and improve code with Azure OpenAI Service - Part 2
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Generate images with Azure OpenAI Service
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Azure OpenAI Service powers the Microsoft Copilot ecosystem
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Use large multimodal models in Azure OpenAI
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Configure parameters to control generative behavior
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Summary of AI-102
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How to Prepare for the Exam
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Course Conclusion
Key Takeaways
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Fine-tune an Azure OpenAI model
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Submit prompts to generate code
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