Develop natural language processing solutions with Azure AI Services

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Overview

Module 1: Analyze text with Azure AI LanguageIn this module, you'll learn how to use the Azure AI Language service to: Detect language from text Analyze text sentiment Extract key phrases, entities, and linked entities Module 2: Create question answering solutions with Azure AI LanguageAfter completing this module, you will be able to: Understand question answering and how it compares to language understanding Create, test, publish and consume a knowledge base Implement multi-turn conversation and active learning...

Syllabus

Module 1: Module 1: Analyze text with Azure AI Language
- Introduction
- Provision an Azure AI Language resource
- Detect language
- Extract key phrases
- Analyze sentiment
- Extract entities
- Extract linked entities
- Exercise - Analyze text
- Knowledge check
- Summary

Module 2: Module 2: Build a question answering solution
- Introduction
- 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
- Summary

Module 3: Module 3: Build a conversational language understanding model
- Introduction
- 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
- Summary

Module 4: Module 4: Publish and use an Azure AI Language Understanding app
- Introduction
- Understand capabilities of the Azure AI Language service
- Process predictions
- Exercise - Create an Azure AI Language Understanding app
- Knowledge check
- Summary

Module 5: Module 5: Create a custom text classification solution
- Introduction
- Understand types of classification projects
- Understand how to build text classification projects
- Exercise - Classify text
- Knowledge check
- Summary

Module 6: Module 6: Create a custom named entity extraction solution
- Introduction
- Understand custom named entity recognition
- Label your data
- Train and evaluate your model
- Exercise - Extract custom entities
- Knowledge check
- Summary

Module 7: Module 7: Translate text with the Azure AI Translator service
- Introduction
- 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
- Summary

Module 8: Module 8: Create speech-enabled apps with Azure AI services
- Introduction
- 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
- Summary

Module 9: Module 9: Translate speech with the Azure AI Speech service
- Introduction
- Provision an Azure resource for speech translation
- Translate speech to text
- Synthesize translations
- Exercise - Translate speech
- Knowledge check
- Summary