Information Technology

AI-3003 Build a natural language processing solution with Azure AI Services

Instructor-Led 8 Agenda

Description

Natural language processing (NLP) solutions use language models to interpret the semantic meaning of written or spoken language. You can use the Language Understanding service to build language models for your applications.

Course Overview

Who Should Attend

Learners should be familiar working in Microsoft 365 apps like Word, Excel, and PowerPoint. This course is intended for all types of users working with Microsoft Copilot for Microsoft 365.

Analyze text with Azure AI Language Lesson Id 1

Analyze text with Azure AI Language

Build a question answering solution Lesson Id 2

Build a question answering solution

Build a conversational language understanding model Lesson Id 3

Build a conversational language understanding model

Create a custom text classification solution Lesson Id 4

Create a custom text classification solution

Create a custom named entity extraction solution Lesson Id 5

Create a custom named entity extraction solution

Translate text with Azure AI Translator service Lesson Id 6

Translate text with Azure AI Translator service

Create speech-enabled apps with Azure AI services Lesson Id 7

Create speech-enabled apps with Azure AI services

Translate speech with the Azure AI Speech service Lesson Id 8

Translate speech with the Azure AI Speech service

Lesson Id	Title	Description
1	Analyze text with Azure AI Language	Provision an Azure AI Language resource<br />Detect language<br />Extract key phrases<br />Analyze sentiment<br />Extract entities<br />Extract linked entities
2	Build a question answering solution	Understand question answering<br />Compare question answering to Azure AI Language understanding<br />Create a knowledge base<br />Implement multi-turn conversation<br />Test and publish a knowledge base<br />Use a knowledge base<br />Improve question answering performance
3	Build a conversational language understanding model	Understand prebuilt capabilities of the Azure AI Language service<br />Understand resources for building a conversational language understanding model<br />Define intents, utterances, and entities<br />Use patterns to differentiate similar utterances<br />Use pre-built entity components<br />Train, test, publish, and review a conversational language understanding model
4	Create a custom text classification solution	Understand types of classification projects<br />Understand how to build text classification projects
5	Create a custom named entity extraction solution	Understand custom named entity recognition<br />Label your data<br />Train and evaluate your model
6	Translate text with Azure AI Translator service	Provision an Azure AI Translator resource<br />Understand language detection, translation, and transliteration<br />Specify translation options<br />Define custom translations
7	Create speech-enabled apps with Azure AI services	Provision an Azure resource for speech<br />Use the Azure AI Speech to Text API<br />Use the text to speech API<br />Configure audio format and voices<br />Use Speech Synthesis Markup Language
8	Translate speech with the Azure AI Speech service	Provision an Azure resource for speech translation<br />Translate speech to text<br />Synthesize translations