Develop natural language solutions in Azure (AI-3003) (M-AI3003)

Module 1: Analyze text with Azure AI Language

• • Provision an Azure AI Language resource
• • Detect language
• • Extract key phrases
• • Analyze sentiment
• • Extract entities
• • Extract linked entities

Module 2: 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

Module 3: 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

Module 4: Create a custom text classification solution

• • Understand types of classification projects
• • Understand how to build text classification projects
• • Exercise - Classify text

Module 5: Custom named entity recognition

• • Understand custom named entity recognition
• • Label your data
• • Train and evaluate your model
• • Exercise - Extract custom entities

Module 6: 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

Module 7: 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

Module 8: Translate speech with the Azure AI Speech service

• • Provision an Azure resource for speech translation
• • Translate speech to text
• • Synthesize translations
• • Exercise - Translate speech

Module 9: Develop an audio-enabled generative AI application

• • Deploy a multimodal model
• • Develop an audio-based chat app
• • Exercise - Develop an audio-enabled chat app