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In this course, you will learn:
- Analyze text using Azure AI Language.
- Create question-and-answer solutions using Azure AI Language.
- The Azure AI Conversational Language Understanding service (CLU) allows you to train an Azure AI Language model, which apps may then use to extract meaning from natural language.
- After developing an Azure AI Language Understanding app, you may publish it and use it in client applications.
- The Azure AI Language service enables the processing of natural language for usage in your own app. Learn how to create a bespoke text classification project.
- Create a unique named entity extraction solution.
- Translate text using the Azure AI Translator service.
- Create speech-enabled apps using Azure AI services.
- Transform speech using the Azure AI Speech service.
Syllabus:
- 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
- Build a question answering solution
- 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
- Build a conversational language understanding model
- 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
- Publish and use an Azure AI Language Understanding app
- Understand capabilities of the Azure AI Language service
- Process predictions
- Exercise - Create an Azure AI Language Understanding app
- Create a custom text classification solution
- Understand types of classification projects
- Understand how to build text classification projects
- Exercise - Classify text
- Create a custom named entity extraction solution
- Understand custom named entity recognition
- Label your data
- Train and evaluate your model
- Exercise - Extract custom entities
- Translate text with the 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
- 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
- Translate speech with the Azure AI Speech service
- Provision an Azure resource for speech translation
- Translate speech to text
- Synthesize translations
- Exercise - Translate speech
