Prepare to develop AI solutions on Azure - Define artificial intelligence
- Understand AI-related terms
- Understand considerations for AI Engineers
- Understand considerations for responsible AI
- Understand capabilities of Azure Machine Learning
- Understand capabilities of Azure AI Services
- Understand capabilities of the Azure OpenAI Service
- Understand capabilities of Azure AI Search
- Knowledge check
Create and consume Azure AI services - Provision an Azure AI services resource
- Identify endpoints and keys
- Use a REST API
- Use an SDK
- Exercise - Use Azure AI services
- Knowledge check
Secure Azure AI services - Consider authentication
- Implement network security
- Exercise - Manage Azure AI Services Security
- Knowledge check
Monitor Azure AI services - Monitor cost
- Create alerts
- View metrics
- Manage diagnostic logging
- Exercise - Monitor Azure AI services
- Knowledge check
Deploy Azure AI services in containers - Understand containers
- Use Azure AI services containers
- Exercise - Use a container
- Knowledge check
Use AI responsibly with Azure AI Content Safety - What is Content Safety
- How does Azure AI Content Safety work?
- When to use Azure AI Content Safety
- Exercise - Implementing Azure AI Content Safety
- Knowledge check
Analyze images - Provision an Azure AI Vision resource
- Analyze an image
- Generate a smart-cropped thumbnail and remove background
- Exercise - Analyze images with Azure AI Vision
- Knowledge check
Classify images - Provision Azure resources for Azure AI Custom Vision
- Understand image classification
- Train an image classifier
- Exercise - Classify images with Azure AI Custom Vision
- Knowledge check
Detect objects in images - Understand object detection
- Train an object detector
- Consider options for labeling images
- Exercise - Detect objects in images with Azure AI Custom Vision
- Knowledge check
Detect, analyze, and recognize faces - Identify options for face detection analysis and identification
- Understand considerations for face analysis
- Detect faces with the Azure AI Vision service
- Understand capabilities of the face service
- Compare and match detected faces
- Implement facial recognition
- Exercise - Detect, analyze, and identify faces
- Knowledge check
Read Text in images and documents with the Azure AI Vision Service - Explore Azure AI Vision options for reading text
- Use the Read API
- Exercise - Read text in images
Analyze video - Understand Azure Video Indexer capabilities
- Extract custom insights
- Use Video Analyzer widgets and APIs
- Exercise - Analyze video
- Knowledge check
Analyze text with Azure AI Language - Provision an Azure AI Language resource
- Detect language
- Extract key phrases
- Analyze sentiment
- Extract entities
- Extract linked entities
- Exercise - Analyze text
- Knowledge check
Create question answering solutions with Azure AI Language - Understand question answering
- Compare question answering to Azure AI Language understanding
- Create a knowledge base
- Implement multi-turn conversation
- Test and publish a knowledge base
- Use a knowledge base
- Improve question answering performance
- Exercise - Create a question answering solution
- Knowledge check
Build a conversational language understanding model - Understand prebuilt capabilities of the Azure AI Language service
- Understand resources for building a conversational language understanding model
- Define intents, utterances, and entities
- Use patterns to differentiate similar utterances
- Use pre-built entity components
- Train, test, publish, and review a conversational language understanding model
- Exercise - Build an Azure AI services conversational language understanding model
- Knowledge check
Create a custom text classification solution - Understand types of classification projects
- Understand how to build text classification projects
- Exercise - Classify text
- Knowledge check
Custom named entity recognition - Understand custom named entity recognition
- Label your data
- Train and evaluate your model
- Exercise - Extract custom entities
- Knowledge check
Translate text with Azure AI Translator service - Provision an Azure AI Translator resource
- Understand language detection, translation, and transliteration
- Specify translation options
- Define custom translations
- Exercise - Translate text with the Azure AI Translator service
- Knowledge check
Create speech-enabled apps with Azure AI services - Provision an Azure resource for speech
- Use the Azure AI Speech to Text API
- Use the text to speech API
- Configure audio format and voices
- Use Speech Synthesis Markup Language
- Exercise - Create a speech-enabled app
- Knowledge check
Translate speech with the Azure AI Speech service - Provision an Azure resource for speech translation
- Translate speech to text
- Synthesize translations
- Exercise - Translate speech
- Knowledge check
Create an Azure AI Search solution - Manage capacity
- Understand search components
- Understand the indexing process
- Search an index
- Apply filtering and sorting
- Enhance the index
- Exercise - Create a search solution
- Knowledge check
Create a custom skill for Azure AI Search - Define the custom skill schema
- Add a custom skill
- Custom text classification skill
- Machine learning custom skill
- Exercise - Create a Custom Skill for Azure AI Search
- Knowledge check
Create a knowledge store with Azure AI Search - Define projections
- Define a knowledge store
- Exercise - Create a knowledge store
- Knowledge check
Implement advanced search features in Azure AI Search - Improve the ranking of a document with term boosting
- Improve the relevance of results by adding scoring profiles
- Improve an index with analyzers and tokenized terms
- Enhance an index to include multiple languages
- Improve search experience by ordering results by distance from a given reference point
- Exercise: Implement enhancements to search results
- Knowledge check
Search data outside the Azure platform in Azure AI Search using Azure Data Factory - Index data from external data sources using Azure Data Factory
- Index any data using the Azure AI Search push API
- Exercise: Add to an index using the push API
- Knowledge check
Maintain an Azure AI Search solution - Manage security of an Azure AI Search solution
- Optimize performance of an Azure AI Search solution
- Manage costs of an Azure AI Search solution
- Improve reliability of an Azure AI Search solution
- Monitor an Azure AI Search solution
- Debug search issues using the Azure portal
- Exercise - Debug search issues
- Knowledge check
Perform search reranking with semantic ranking in Azure AI Search - What is semantic ranking?
- Set up semantic ranking
- Exercise - Use semantic ranking on an index
- Knowledge check
Perform vector search and retrieval in Azure AI Search - What is vector search?
- Prepare your search
- Understand embedding
- Exercise - Use the REST API to run vector search queries
- Knowledge check
Plan an Azure AI Document Intelligence solution - Understand AI Document Intelligence
- Plan Azure AI Document Intelligence resources
- Choose a model type
- Knowledge check
Use prebuilt Document intelligence models - Understand prebuilt models
- Use the General Document, Read, and Layout models
- Use financial, ID, and tax models
- Exercise - Analyze a document using Azure AI Document Intelligence
- Knowledge check
Extract data from forms with Azure Document intelligence - What is Azure Document Intelligence?
- Get started with Azure Document Intelligence
- Train custom models
- Use Azure Document Intelligence models
- Use the Azure Document Intelligence Studio
- Exercise - Extract data from custom forms
- Knowledge check
- Create a composed Document intelligence model
- Understand composed models
- Assemble composed models
- Exercise: Create a composed model
- Knowledge check
- Develop applications with Azure OpenAI Service
- Access Azure OpenAI Service
- Integrate OpenAI into an app
- OpenAI prompt engineering
- Provide context with prompt engineering
- Construct code from natural language
- Exercise - Get started with Azure OpenAI Service
- Knowledge check
Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service - Understand Retrieval Augmented Generation (RAG) with Azure OpenAI Service
- Add your own data source
- Chat with your model using your own data
- Exercise - Add your data for RAG with Azure OpenAI Service
- Knowledge check
Generate images with Azure OpenAI Service - What is DALL-E?
- Explore DALL-E in Azure AI Studio
- Use the Azure OpenAI REST API to consume DALL-E models
- Exercise - Generate images with a DALL-E model
- Knowledge check
Prepare to develop AI solutions on Azure - Define artificial intelligence
- Understand AI-related terms
- Understand considerations for AI Engineers
- Understand considerations for responsible AI
- Understand capabilities of Azure Machine Learning
- Understand capabilities of Azure AI Services
- Understand capabilities of the Azure OpenAI Service
- Understand capabilities of Azure AI Search
- Knowledge check
Create and consume Azure AI services - Provision an Azure AI services resource
- Identify endpoints and keys
- Use a REST API
- Use an SDK
- Exercise - Use Azure AI services
- Knowledge check
Secure Azure AI services - Consider authentication
- Implement network security
- Exercise - Manage Azure AI Services Security
- Knowledge check
Monitor Azure AI services - Monitor cost
- Create alerts
- View metrics
- Manage diagnostic logging
- Exercise - Monitor Azure AI services
- Knowledge check
Deploy Azure AI services in containers - Understand containers
- Use Azure AI services containers
- Exercise - Use a container
- Knowledge check
Use AI responsibly with Azure AI Content Safety - What is Content Safety
- How does Azure AI Content Safety work?
- When to use Azure AI Content Safety
- Exercise - Implementing Azure AI Content Safety
- Knowledge check
Analyze images - Provision an Azure AI Vision resource
- Analyze an image
- Generate a smart-cropped thumbnail and remove background
- Exercise - Analyze images with Azure AI Vision
- Knowledge check
Classify images - Provision Azure resources for Azure AI Custom Vision
- Understand image classification
- Train an image classifier
- Exercise - Classify images with Azure AI Custom Vision
- Knowledge check
Detect objects in images - Understand object detection
- Train an object detector
- Consider options for labeling images
- Exercise - Detect objects in images with Azure AI Custom Vision
- Knowledge check
Detect, analyze, and recognize faces - Identify options for face detection analysis and identification
- Understand considerations for face analysis
- Detect faces with the Azure AI Vision service
- Understand capabilities of the face service
- Compare and match detected faces
- Implement facial recognition
- Exercise - Detect, analyze, and identify faces
- Knowledge check
Read Text in images and documents with the Azure AI Vision Service - Explore Azure AI Vision options for reading text
- Use the Read API
- Exercise - Read text in images
Analyze video - Understand Azure Video Indexer capabilities
- Extract custom insights
- Use Video Analyzer widgets and APIs
- Exercise - Analyze video
- Knowledge check
Analyze text with Azure AI Language - Provision an Azure AI Language resource
- Detect language
- Extract key phrases
- Analyze sentiment
- Extract entities
- Extract linked entities
- Exercise - Analyze text
- Knowledge check
Create question answering solutions with Azure AI Language - Understand question answering
- Compare question answering to Azure AI Language understanding
- Create a knowledge base
- Implement multi-turn conversation
- Test and publish a knowledge base
- Use a knowledge base
- Improve question answering performance
- Exercise - Create a question answering solution
- Knowledge check
Build a conversational language understanding model - Understand prebuilt capabilities of the Azure AI Language service
- Understand resources for building a conversational language understanding model
- Define intents, utterances, and entities
- Use patterns to differentiate similar utterances
- Use pre-built entity components
- Train, test, publish, and review a conversational language understanding model
- Exercise - Build an Azure AI services conversational language understanding model
- Knowledge check
Create a custom text classification solution - Understand types of classification projects
- Understand how to build text classification projects
- Exercise - Classify text
- Knowledge check
Custom named entity recognition - Understand custom named entity recognition
- Label your data
- Train and evaluate your model
- Exercise - Extract custom entities
- Knowledge check
Translate text with Azure AI Translator service - Provision an Azure AI Translator resource
- Understand language detection, translation, and transliteration
- Specify translation options
- Define custom translations
- Exercise - Translate text with the Azure AI Translator service
- Knowledge check
Create speech-enabled apps with Azure AI services - Provision an Azure resource for speech
- Use the Azure AI Speech to Text API
- Use the text to speech API
- Configure audio format and voices
- Use Speech Synthesis Markup Language
- Exercise - Create a speech-enabled app
- Knowledge check
Translate speech with the Azure AI Speech service - Provision an Azure resource for speech translation
- Translate speech to text
- Synthesize translations
- Exercise - Translate speech
- Knowledge check
Create an Azure AI Search solution - Manage capacity
- Understand search components
- Understand the indexing process
- Search an index
- Apply filtering and sorting
- Enhance the index
- Exercise - Create a search solution
- Knowledge check
Create a custom skill for Azure AI Search - Define the custom skill schema
- Add a custom skill
- Custom text classification skill
- Machine learning custom skill
- Exercise - Create a Custom Skill for Azure AI Search
- Knowledge check
Create a knowledge store with Azure AI Search - Define projections
- Define a knowledge store
- Exercise - Create a knowledge store
- Knowledge check
Implement advanced search features in Azure AI Search - Improve the ranking of a document with term boosting
- Improve the relevance of results by adding scoring profiles
- Enhance an index to include multiple languages
- Improve search experience by ordering results by distance from a given reference point
- Exercise: Implement enhancements to search results
- Knowledge check
Search data outside the Azure platform in Azure AI Search using Azure Data Factory - Index data from external data sources using Azure Data Factory
- Index any data using the Azure AI Search push API
- Exercise: Add to an index using the push API
- Knowledge check
Maintain an Azure AI Search solution - Manage security of an Azure AI Search solution
- Optimize performance of an Azure AI Search solution
- Manage costs of an Azure AI Search solution
- Improve reliability of an Azure AI Search solution
- Monitor an Azure AI Search solution
- Debug search issues using the Azure portal
- Exercise - Debug search issues
- Knowledge check
Perform search reranking with semantic ranking in Azure AI Search - What is semantic ranking?
- Set up semantic ranking
- Exercise - Use semantic ranking on an index
- Knowledge check
Perform vector search and retrieval in Azure AI Search - What is vector search?
- Prepare your search
- Understand embedding
- Exercise - Use the REST API to run vector search queries
- Knowledge check
Plan an Azure AI Document Intelligence solution - Understand AI Document Intelligence
- Plan Azure AI Document Intelligence resources
- Choose a model type
- Knowledge check
- Use prebuilt Document intelligence models
- Understand prebuilt models
- Use the General Document, Read, and Layout models
- Use financial, ID, and tax models
- Exercise - Analyze a document using Azure AI Document Intelligence
- Knowledge check
Extract data from forms with Azure Document intelligence - What is Azure Document Intelligence?
- Get started with Azure Document Intelligence
- Train custom models
- Use Azure Document Intelligence models
- Use the Azure Document Intelligence Studio
- Exercise - Extract data from custom forms
- Knowledge check
Create a composed Document intelligence model - Understand composed models
- Assemble composed models
- Exercise: Create a composed model
- Knowledge check
Develop applications with Azure OpenAI Service - Access Azure OpenAI Service
- Integrate OpenAI into an app
- OpenAI prompt engineering
- Provide context with prompt engineering
- Construct code from natural language
- Exercise - Get started with Azure OpenAI Service
- Knowledge check
Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service - Understand Retrieval Augmented Generation (RAG) with Azure OpenAI Service
- Add your own data source
- Chat with your model using your own data
- Exercise - Add your data for RAG with Azure OpenAI Service
- Knowledge check
Generate images with Azure OpenAI Service - What is DALL-E?
- Explore DALL-E in Azure AI Studio
- Use the Azure OpenAI REST API to consume DALL-E models
- Exercise - Generate images with a DALL-E model
- Knowledge check
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