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AI-102T00: Develop AI solutions in Azure
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Introduction
Audio Book AI-102T00
Lesson 1: Develop generative AI apps in Azure
Lesson 1: Develop generative AI apps in Azure
Audio Lesson 1: Develop generative AI apps in Azure
Podcast Lesson 1: Develop generative AI apps in Azure
1.1.1_Introduction
1.1.2_What is AI ?
1.1.3_Azure AI services
1.1.4_Azure AI Foundry
1.1.5_Developer tools and SDKs
1.1.6_Responsible AI
1.1.7_Summary
Interactive Quiz/Activity- Multiple choice with image
Graded Assessment- 5 Questions
1.2.1_Introduction
1.2.2_Explore the model catalog
1.2.3_Deploy a model to an endpoint
1.2.4_Optimize model performance
1.2.5_Summary
Interactive Quiz/Activity- Multiple choice with image
Graded Assessment- 5 Questions
1.3.1_Introduction
1.3.2_What is the Azure AI Foundry SDK?
1.3.3_Work with project connections
1.3.4_Create a chat client
1.3.5_Summary
Interactive Quiz/Activity- Sequence
Graded Assessment- 5 Questions
1.4.1_Introduction
1.4.2_Understand the development lifecycle of a large language model (LLM) app
1.4.3_Understand core components and explore flow types
1.4.4_Explore connections and runtimes
1.4.5_Explore variants and monitoring options
1.4.6_Summary
Interactive Quiz/Activity- Tab: Type 2
Graded Assessment- 5 Questions
1.5.1_Introduction
1.5.2_Understand how to ground your language model
1.5.3_Make your data searchable
1.5.4_Create a RAG-based client application
1.5.5_Implement RAG in a prompt flow
1.5.6_Summary
Interactive Quiz/Activity- Accordion
Graded Assessment- 5 Questions
1.6.1_Introduction
1.6.2_Understand when to fine-tune a language model
1.6.3_Prepare your data to fine-tune a chat completion model
1.6.4_Explore fine-tuning language models in Azure AI Studio
1.6.5_Summary
Interactive Quiz/Activity- Drag and drop
Graded Assessment- 5 Questions
1.7.1_Introduction
1.7.2_Plan a responsible generative AI solution
1.7.3_Map potential harms
1.7.4_Measure potential harms
1.7.5_Mitigate potential harms
1.7.6_Manage a responsible generative AI solution
1.7.7_Summary
Interactive Quiz/Activity- True/False
Graded Assessment- 5 Questions
1.8.1_Introduction
1.8.2_Assess the model performancev
1.8.3_Manually evaluate the performance of a model
1.8.4_Automated evaluations
1.8.5_Summary
Interactive Quiz/Activity- Multiple choice with image
Graded Assessment- 5 Questions
Lesson 2: Develop AI agents on Azure
Lesson 2: Develop AI agents on Azure
Audio Lesson 2: Develop AI agents on Azure
Podcast Lesson 2: Develop AI agents on Azure
2.1.1_Introduction
2.1.2_What are AI agents?
2.1.3_Options for agent development
2.1.4_Azure AI Foundry Agent Service
2.1.5_Summary
Interactive Quiz/Activity- Multiple Response
Graded Assessment- 5 Questions
2.2.1_Introduction
2.2.2_What is an AI agent
2.2.3_How to use Azure AI Foundry Agent Service
2.2.4_Develop agents with the Azure AI Foundry Agent Service
2.2.5_Summary
Interactive Quiz/Activity- Carousel/ Slideshow
Graded Assessment- 5 Questions
2.3.1_Introduction
2.3.2_Why use custom tools
2.3.3_Options for implementing custom tools6
2.3.4_How to integrate custom tools
2.3.5_Summary
Interactive Quiz/Activity- Carousel/ Slideshow
Graded Assessment- 5 Questions
2.4.1_Introduction
2.4.2_Understand Semantic Kernel AI agents
2.4.3_Create an Azure AI agent with Semantic Kernel
2.4.4_Add plugins to Azure AI agent
2.4.5_Summary
Interactive Quiz/Activity- Drag-and-Drop
Graded Assessment- 5 Questions
2.5.1_Introduction
2.5.2_Understand the Semantic Kernel Agent Framework
2.5.3_Create an agent group chat
2.5.4_Design an agent selection strategy
2.5.5_Define a chat termination strategy
2.5.6_Summary
Interactive Quiz/Activity- Sequence
Graded Assessment- 5 Questions
2.6.1_Introduction
2.6.2_Understand connected agents
2.6.3_Design a multi-agent solution with connected agents
2.6.4_Summary
Interactive Quiz/Activity- Short Answer / Fill-in-blank
Graded Assessment- 5 Questions
2.7.1_Introduction
2.7.2_Understand MCP tool discovery
2.7.3_Integrate agent tools using an MCP server and client
2.7.4_Summary
Interactive Quiz/Activity- True/False
Graded Assessment- 5 Questions
Lesson 3: Develop natural language solutions in Azure
Lesson 3: Develop natural language solutions in Azure
Audio Lesson 3: Develop natural language solutions in Azure
Podcast Lesson 3: Develop natural language solutions in Azure
3.1.1_Introduction
3.1.2_Provision an Azure AI Language resource
3.1.3_Detect language
3.1.4_Extract key phrases
3.1.5_Analyze sentiment
3.1.6_Extract entities
3.1.7_Extract linked entities
3.1.8_Summary
Interactive Quiz/Activity- Carousel/Slideshow
Graded Assessment- 5 Questions
3.2.1_Introduction
3.2.2_Understand question answering
3.2.3_Compare question answering to Azure AI Language understanding
3.2.4_Create a knowledge base
3.2.5_Implement multi-turn conversation
3.2.6_Test and publish a knowledge base
3.2.7_Use a knowledge base
3.2.8_Improve question answering performance
3.2.9_Summary
Interactive Quiz/Activity- Sequence
Graded Assessment- 5 Questions
3.3.1_Introduction
3.3.2_Understand prebuilt capabilities of the Azure AI Language service
3.3.3_Understand resources for building a conversational language understanding model
3.3.4_Define intents, utterances, and entities
3.3.5_Use patterns to differentiate similar utterances
3.3.6_Use pre-built entity components
3.3.7_Train, test, publish, and review a conversational language understanding model
3.3.8_Summary
Interactive Quiz/Activity- Multiple Response
Graded Assessment- 5 Questions
3.4.1_Introduction
3.4.2_Understand types of classification projects
3.4.3_Understand how to build text classification projects
3.4.4_Summary
Interactive Quiz/Activity- Hotspot
Graded Assessment- 5 Questions
3.5.1_Introduction
3.5.2_Understand custom named entity recognition
3.5.3_Label your data
3.5.4_Train and evaluate your model
3.5.5_Summary
Interactive Quiz/Activity- Accordion
Graded Assessment- 5 Questions
3.6.1_Introduction
3.6.2_Provision an Azure AI Translator resource
3.6.3_Understand language detection, translation, and transliteration
3.6.4_Specify translation options
3.6.5_Define custom translations
3.6.6_Summary
Interactive Quiz/Activity- Multiple choice with image
Graded Assessment- 5 Questions
3.7.1_Introduction
3.7.2_Provision an Azure resource for speech2
3.7.3_Use the Azure AI Speech to Text API
3.7.4_Use the text to speech API
3.7.5_Configure audio format and voices
3.7.6_Use Speech Synthesis Markup Language
3.7.7_Summary
Interactive Quiz/Activity- Pop-up
Graded Assessment- 5 Questions
3.8.1_Introduction
3.8.2_Provision an Azure resource for speech translation
3.8.3_Translate speech to text
3.8.4_Synthesize translations
3.8.5_Summary
Interactive Quiz/Activity- True/False
Graded Assessment- 5 Questions
3.9.1_Introduction
3.9.2_Deploy a multimodal model
3.9.3_Develop an audio-based chat app
3.9.4_Summary
Interactive Quiz/Activity- Short Answer
Graded Assessment- 5 Questions
Lesson 4: Develop computer vision solutions in Azure
Lesson 4: Develop computer vision solutions in Azure
Audio Lesson 4: Develop computer vision solutions in Azure
Podcast Lesson 4: Develop computer vision solutions in Azure
4.1.1 Introduction
4.1.2 Provision an Azure AI Vision resource
4.1.3 Analyse an Image
4.1.4 Summary
Interactive Quiz/Activity- Multiple Response
Graded Assessment- 5 Questions
4.2.1 Introduction
4.2.2 Explore Azure AI options for reading text4.2.2 Explore Azure AI options for reading text
4.2.3 Read text with Azure AI Vision Image Analysis
4.2.4 Summary
Interactive Quiz/Activity- Sequence
Graded Assessment- 5 Questions
4.3.1 Introduction
4.3.2 Plan a face detection, analysis, or recognition solution
4.3.3 Detect and analyze faces
4.3.4 Verify and identify faces
4.3.5 Responsible AI considerations for face-based solutions
4.3.6 Summary
Interactive Quiz/Activity- Flip Card
Graded Assessment- 5 Questions
4.4.1 Introduction
4.4.2 Azure AI Custom Vision
4.4.3 Train an image classification model
4.4.4 Create an image classification client application
4.4.5 Summary
Interactive Quiz/Activity- Drag-and-Drop
Graded Assessment- 5 Questions
4.5.1 Introduction
4.5.2 Use Azure AI Custom Vision for object detection
4.5.3 Train an object detector
4.5.4 Develop an object detection client application
4.5.5 Summary
Interactive Quiz/Activity- True/False
Graded Assessment- 5 Questions
4.6.1 Introduction
4.6.2 Understand Azure Video Indexer capabilities
4.6.3 Extract custom insights
4.6.4 Use Video Analyzer widgets and APIs
4.6.5 Summary
Interactive Quiz/Activity- Popup
Graded Assessment- 5 Questions
4.7.1 Introduction
4.7.2 Deploy a multimodal model
4.7.3 Develop a vision-based chat app
4.7.4 Summary
Interactive Quiz/Activity- Tab: Type 1
Graded Assessment- 5 Questions
4.8.1 Introduction
4.8.2 What are image-generation models?
4.8.3 Explore image-generation models in Azure AI Foundry portal
4.8.4 Create a client application that uses an image generation model
4.8.5 Summary
Interactive Quiz/Activity- Tab: Type 2
Graded Assessment- 5 Questions
Lesson 5: Develop AI information extraction solutions in Azure
Lesson 5: Develop AI information extraction solutions in Azure
Audio Lesson 5: Develop AI information extraction solutions in Azure
Podcast Lesson 5: Develop AI information extraction solutions in Azure
5.1.1 Introduction
5.1.2 What is Azure AI Content Understanding?
5.1.3 Create a Content Understanding analyzer
5.1.4 Use the Content Understanding REST AP
5.1.5 Summary
Interactive Quiz/Activity- True/False
Graded Assessment- 5 Questions
5.2.1 Introduction
5.2.2 Prepare to use the AI Content Understanding REST API
5.2.3 Create a Content Understanding analyzer
5.2.4 Analyze content
5.2.5 Summary
Interactive Quiz/Activity- Short Answer
Graded Assessment- 5 Questions
5.3.1 Introduction
5.3.2 Understand prebuilt models
5.3.3 Use the General Document, Read, and Layout models
5.3.4 Use financial, ID, and tax models
5.3.5 Summary
Interactive Quiz/Activity- Multiple Response
Graded Assessment- 5 Questions
5.4.1 Introduction
5.4.2 What is Azure Document Intelligence?
5.4.3 Get started with Azure Document Intelligence
5.4.4 Train custom models
5.4.5 Use Azure Document Intelligence models
5.4.6 Use the Azure Document Intelligence Studio
5.4.7 Summary
Interactive Quiz/Activity- Sequence
Graded Assessment- 5 Questions
5.5.1 Introduction
5.5.2 What is Azure AI Search5.5.2 What is Azure AI Search
5.5.3 Extract data with an indexer
5.5.4 Enrich extracted data with AI skills
5.5.5 Search an index
5.5.6 Persist extracted information in a knowledge store
5.5.7 Summary
Interactive Quiz/Activity- Pop-up
Graded Assessment- 5 Questions
Resources
AI-102T00 Blueprint
AI-102T00 Detailed Curriculum
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AI-102T00: Develop AI solutions in Azure
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