Designing and Implementing an Azure AI Solution
Beskrivelse
Kurset lærer dig at udvikle, administrere og udrulle AI-løsninger, der gør brug af forskellige Azure-værktøjer. Derudover får du forståelse af vigtige overvejelser og problemstillinger, der kan knytte sig til udvikling AI-applikationer.
Herudover erhverver du dig hands-on erfaring med udvikling af AI-applikationer til bl.a. tekstanalyse, ansigtsgenkendelse, billedegenkendelse og stemmestyring.
Endelig bliver du dygtig til udvikling af computer vision models og -services, bl.a. til at etablere search solutions for knowledge mining.
Certificeringspakker
Moduloversigt
- Modul 1Get started with Azure AI Services
Azure AI Services is a collection of services that are building blocks of AI functionality you can integrate into your applications. In this learning path, you'll learn how to provision, secure, monitor, and deploy Azure AI Services resources and use them to build intelligent solutions.
Lessons:
- Prepare to develop AI solutions on Azure
- Create and consume Azure AI services
- Secure Azure AI services
- Monitor Azure AI services
- Deploy Azure AI services in containers
- Modul 2Create computer vision solutions with Azure AI Vision
Computer vision is an area of artificial intelligence that deals with visual perception. Azure AI Vision includes multiple services that support common computer vision scenarios.
Lessons:
- Analyze images
- Image classification with custom Azure AI Vision models
- Detect, analyze, and recognize faces
- Read Text in images and documents with the Azure AI Vision Service
- Analyze video
- Modul 3Develop natural language processing solutions with Azure AI Services
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.
Lessons:
- Analyze text with Azure AI Language
- Create question answering solutions with Azure AI Language
- Build a conversational language understanding model
- Create a custom text classification solution
- Custom named entity recognition
- Translate text with Azure AI Translator service
- Create speech-enabled apps with Azure AI services
- Translate speech with the Azure AI Speech service
- Modul 4Implement knowledge mining with Azure AI Search
Do you have information locked up in structured and unstructured data sources? Using Azure AI Search, you can extract key insights from this data, and enable applications to search and analyze them.
Lessons:
- Create an Azure AI Search solution
- Create a custom skill for Azure AI Search
- Create a knowledge store with Azure AI Search
- Enrich your data with Azure AI Language
- Implement advanced search features in Azure AI Search
- Build an Azure Machine Learning custom skill for Azure AI Search
- Search data outside the Azure platform in Azure AI Search using Azure Data Factory
- Maintain an Azure AI Search solution
- Perform search re-ranking with semantic ranking in Azure AI Search
- Perform vector search and retrieval in Azure AI Search
- Modul 5Develop solutions with Azure AI Document Intelligence
In this learning path, discover how Azure AI Document Intelligence solutions can enable you to capture data from typed or hand-written forms. Learn how to build a solution for your custom form types and integrate that solution into an Azure Cognitive Search pipeline. You'll learn how to:Design a solution that analyzes your business forms by using Azure AI Document Intelligence.Create a solution that analyzes common documents by using Document Intelligence.Create a solution that analyses different custom form types by using Document Intelligence.Include an Azure AI Document Intelligence service as a custom skill in an Azure AI Search pipeline.
Lessons:
- Plan an Azure AI Document Intelligence solution
- Use prebuilt Document intelligence models
- Extract data from forms with Azure Document intelligence
- Create a composed Document intelligence model
- Build a Document intelligence custom skill for Azure AI search
- Modul 6Develop Generative AI solutions with Azure OpenAI Service
Azure OpenAI Service provides access to OpenAI's powerful large language models such as ChatGPT, GPT, Codex, and Embeddings models. These models enable various natural language processing (NLP) solutions to understand, converse, and generate content. Users can access the service through REST APIs, SDKs, and Azure OpenAI Studio.
Lessons:
- Get started with Azure OpenAI Service
- Build natural language solutions with Azure OpenAI Service
- Apply prompt engineering with Azure OpenAI Service
- Generate code with Azure OpenAI Service
- Generate images with Azure OpenAI Service
- Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service
- Fundamentals of Responsible Generative AI
Er du i tvivl?
Det ligger os meget på sinde, at du finder det kursusforløb, der skaber størst værdi for dig og din arbejdsplads. Tag fat i vores kursusrådgivere, de sidder klar til at hjælpe dig!