Designing and Implementing a Microsoft Azure AI Solution

• Kenntnisse über Microsoft Azure und die Fähigkeit zum Navigieren im Azure-Portal
• Kenntnisse über C# oder Python
• Erfahrung mit JSON- und REST-Programmiersemantik

„AI-102 Designing and Implementing an Azure AI Solution“ ist für Softwareentwickler*innen gedacht, die KI-basierte Anwendungen entwickeln möchten, die Azure Cognitive Services, Azure Cognitive Search und Microsoft Bot Framework nutzen.

In diesem Training wird C# oder Python als Programmiersprache verwendet.
Softwareentwickler*innen, die am Kompilieren, Verwalten und Bereitstellen von KI-Lösungen interessiert sind, die Azure Cognitive Services, Azure Cognitive Search und Microsoft Bot Framework nutzen.
Sie sind mit C# oder Python vertraut und verfügen über Kenntnisse in der Verwendung von REST-basierten APIs zum Kompilieren von maschinellem Sehen, Sprachanalyse, Wissensbeschaffung, intelligenter Suche und Konversations-KI-Lösungen in Azure.
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 Bot Service
• Understand capabilities of Azure Cognitive Search

Create and consume Azure AI Services

• Provision an Azure AI Services resource
• Identify endpoints and keys
• Use a REST API
• Use an SDK

Secure Azure AI Services

• Consider authentication
• Implement network security

Monitor Azure AI Services

• Monitor cost
• Create alerts
• View metrics
• Manage diagnostic logging

Deploy Azure AI services in containers

• Understand containers
• Use Azure AI Services containers

Extract insights from text with the Azure AI Language service

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

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

Create speech-enabled apps with the Azure AI Speech service

• 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

Translate speech with the Azure AI Speech service

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

Build an Azure AI Language Understanding model

• Introduction
• Understand resources for building an Azure AI Language understanding model
• Define intents, utterances, and entities
• Use patterns to differentiate similar utterances
• Use pre-built entity components
• Train, test, publish, and review an Azure AI Language Understanding model

Publish and use an Azure AI Language Understanding app

• Understand capabilities of the Azure AI Language service
• Process predictions
• Use a container

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
• Create a question answering bot

Create a bot with the Bot Framework SDK

• Introduce principles of bot design
• Get started with the Bot Framework SDK
• Implement activity handlers and dialogs
• Deploy a bot

Create a Bot with the Bot Framework Composer

• Understand ways to build a bot
• Get started with the Bot Framework Composer
• Understand dialogs
• Understand adaptive flow
• Design the user experience

Analyze images

• Provision an Azure AI Vision resource
• Analyze an image
• Generate a smart-cropped thumbnail

Analyze video

• Understand Azure Video Indexer capabilities
• Extract custom insights
• Use Video Analyzer widgets and APIs

Classify images

• Provision Azure resources for Azure AI Custom Vision
• Understand image classification
• Train an image classifier

Detect objects in images

• Understand object detection
• Train an object detector
• Consider options for labeling images

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

Read Text in Images and Documents with the Azure AI Vision Service

• Explore Azure AI Vision options for reading text
• Use the Read API

Extract data from forms with Azure Document Intelligence

• What is Azure Document Intelligence?
• Get started with Azure Document Intelligence
• Understand prebuilt models
• Train custom models
• Use Azure Document Intelligence models

Create an Azure Cognitive Search solution

• Azure resources
• Search components
• Understand the indexing process
• Search an index
• Apply filtering and sorting
• Enhance the index

Create a custom skill for Azure Cognitive Search

• Create a custom skill
• Add a custom skill to a skillset

Create a knowledge store with Azure Cognitive Search

• Define projections
• Define a knowledge store

https://www.etc.at/seminare/AI-102T00