Design & Implement Microsoft Azure AI Solution
Unlock the Power of AI with Microsoft Azure: Design, Implement, and Scale Intelligent Solutions.
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Design & Implement Microsoft Azure AI Solution
Transform Your Ideas into AI Solutions with Microsoft Azure: From Design to Deployment.
What does the Course Offer
6
52
32
18
40
Objectives
Practice Tests
Training Hours
Exercises
Knowledge Checks
This course equips you with the skills to design, implement, and manage AI solutions using Microsoft Azure AI tools. You will learn to leverage Azure services like Cognitive Services, Azure Machine Learning, and Azure OpenAI to build intelligent applications. The course covers content moderation, computer vision, natural language processing (NLP), knowledge mining, document intelligence, and generative AI solutions, helping you build AI-driven systems for real-world applications.
Course Overview
This course provides a comprehensive guide to designing, implementing, and managing AI solutions using Microsoft Azure.
It covers key Azure AI services, including Cognitive Services, Azure Machine Learning, and Azure OpenAI, enabling you to create intelligent, scalable applications.
You will learn how to integrate AI for tasks such as content moderation, computer vision, natural language processing (NLP), knowledge mining, document intelligence, and generative AI.
Learning Outcomes
Upon completing this course, participants will be able to:
Plan and Design Azure AI Solutions:
Develop AI solution architectures tailored to specific business needs.
Select appropriate Azure AI services for various use cases, ensuring optimal scalability and efficiency.
Effectively manage AI projects, including cost estimation, resource allocation, and governance.
Implement Content Moderation Solutions:
Utilize Azure Content Moderator to detect and filter inappropriate content across text, images, and videos.
Set up automated workflows for content moderation to ensure compliance and safety in applications.
Implement Computer Vision Solutions:
Build computer vision applications using Azure Cognitive Services for tasks like image classification, object detection, face recognition, and optical character recognition (OCR).
Integrate computer vision models into business applications to automate and enhance processes.
Implement Natural Language Processing (NLP) Solutions:
Apply Azure Cognitive Services for Language to analyze text data, including sentiment analysis, key phrase extraction, and language detection.
Build conversational AI applications and chatbots using Language Understanding (LUIS) and Azure Bot Services.
Implement Knowledge Mining and Document Intelligence Solutions:
Set up Azure Cognitive Search to build intelligent search capabilities and mine knowledge from large datasets.
Use Form Recognizer to automate data extraction from unstructured documents and forms.
Implement Generative AI Solutions:
Leverage Azure OpenAI and Azure Machine Learning to develop generative AI models for content creation, such as text generation, code generation, and image synthesis.
Build and deploy AI-powered applications that generate personalized content, automate creative processes, and engage customers.
By the end of this course, you will be proficient in designing, implementing, and managing AI solutions across a wide range of business and technical use cases using Microsoft Azure AI services.
Audience Profile
Aspiring AI professionals
Business Analysts
AI Developers
Solution Architects
Data Scientists
Business Professionals
Prerequisites
Familiarity with Azure and the Azure portal.
Experience programming with C# or Python.
Course Objectives
Plan and manage an Azure AI solution
Implement content moderation solutions
Implement computer vision solutions
Implement natural language processing solutions
Implement knowledge mining and document intelligence solutions
Implement generative AI solutions
Course Outline
Prerequisites (1 Hour)
Install Visual Studio
Install Azure PowerShell & CLI
Create/Access Microsoft Learn Account
Create/Access GitHub Account
Create/Access Microsoft Azure Account
Get Started with Azure AI Services
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
Use AI responsibly with Azure AI Content Safety
Create computer vision solutions with Azure AI Vision
Analyze Images
Image classification with custom Azure AI Vision models
Classify Images
Detect objects in images
Detect, analyze, and recognize faces
Read Text in images and documents with the Azure AI Vision Service
Analyze video
Develop natural language processing solutions with Azure AI Services
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
Implement knowledge mining with Azure AI Search
Create an Azure AI Search solution
Create a custom skill for Azure AI Search
Create a knowledge store with Azure AI Search
Implement advanced search features in 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 reranking with semantic ranking in Azure AI Search
Perform vector search and retrieval in Azure AI Search
Develop solutions with Azure AI Document Intelligence
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
Develop Generative AI solutions with Azure OpenAI Service
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
Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service
Generate images with Azure OpenAI Service
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Master technologies for business success.
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When you aim to complete end to end learning for perform specific roles
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