Microsoft Azure AI Fundamentals (AI-900) Exam Guide: Unlock the core concepts of artificial intelligence and machine learning using Azure AI services
by: Aaron Guilmette (Author),Steve Miles(Author)
Publisher:Packt Publishing - ebooks Account
Publication Date: June 11, 2024
Language:English
Print Length:346 pages
ISBN-10:1835885675
ISBN-13:9781835885673
Book Description
Learn how to develop and implement AI/ML based solutions in Azure cloud environment and pass the Microsoft's Azure AI Fundamentals (AI-900) certification exam with ease
Key FeaturesLearn about the different features and types of Azure AI services, namely, Computer Vision, Automated Machine Learning, NLP, and OpenAIUnderstand common AI use cases such as image identification, prediction, sentiment analysis, and chatbotsSelf-check your knowledge with two full-length mock examsPurchase of the print or Kindle book includes a free PDF eBook
Book DescriptionMicrosoft's Azure AI Fundamentals (AI-900) certification exam offers a comprehensive overview of key AI-related topics and tools used to work with AI solutions in the Azure cloud. It helps you to take your first step into an AI-shaped future regardless of your technical background.This exam guide explains the AI workloads including natural language processing (NLP) and large language models (LLMs) like ChatGPT. You’ll explore Microsoft's responsible AI principles like safety, accountability, etc. You’ll understand the basics of machine learning (ML), including classification and deep learning and how to use training and validation datasets with Azure ML. Using Azure AI Vision, Face Detection, and Video Indexer services, you’ll understand computer vision related topics like image classification, object and facial detection, etc. You’ll learn about NLP features like key phrase extraction, sentiment analysis, and speech processing using Azure AI Language, Speech, and Translator services. You’ll deep dive into identifying generative AI models and leveraging the Azure OpenAI Service for content generation. You'll be able to test your understanding of the topics covered with the help of mock exams.After reading this exam guide, you’ll be equipped to work with AI solutions in Azure and be well-prepared to pass the AI-900 exam.
What you will learnDiscusses various types of Artificial Intelligence (AI) workloads and services in AzureCovers Microsoft's guiding principles for responsible AI development and useIncludes fundamental principles of how AI and machine learning workExplains how AI models can recognize content in images and documentsDetails the features and use cases for Natural Language Processing (NLP)Explores the capability of generative AI services
Who this book is forWhether you're a cloud engineer, software developer or an aspiring data scientist, or any non-technical person interested in learning AI/ML concepts and capabilities on Azure, then this book is for you. In addition, it serves as a foundation for those wishing to appear for more advanced AI and Data Science related certification exams (e.g. Microsoft Certified: Azure AI Engineer Associate). For using this book, you’re not required to have experience in data science and software engineering. However, it is assumed that you have a basic knowledge of cloud concepts and client-server applications.
Table of contentsIdentify features of common AI workloadsIdentify guiding principles for responsible AIIdentify common machine learning techniquesDescribe core machine learning conceptsDescribe Azure Machine Learning capabilitiesIdentify common types of computer vision solutionIdentify Azure tools and services for computer vision tasksIdentify features of common NLP Workload ScenariosIdentify Azure tools and services for NLP workloadsIdentify features of generative AI solutionsIdentify capabilities of Azure OpenAI ServiceMock Exam #1Mock Exam #2
About the Author
Learn how to develop and implement AI/ML based solutions in Azure cloud environment and pass the Microsoft's Azure AI Fundamentals (AI-900) certification exam with ease
Key FeaturesLearn about the different features and types of Azure AI services, namely, Computer Vision, Automated Machine Learning, NLP, and OpenAIUnderstand common AI use cases such as image identification, prediction, sentiment analysis, and chatbotsSelf-check your knowledge with two full-length mock examsPurchase of the print or Kindle book includes a free PDF eBook
Book DescriptionMicrosoft's Azure AI Fundamentals (AI-900) certification exam offers a comprehensive overview of key AI-related topics and tools used to work with AI solutions in the Azure cloud. It helps you to take your first step into an AI-shaped future regardless of your technical background.This exam guide explains the AI workloads including natural language processing (NLP) and large language models (LLMs) like ChatGPT. You’ll explore Microsoft's responsible AI principles like safety, accountability, etc. You’ll understand the basics of machine learning (ML), including classification and deep learning and how to use training and validation datasets with Azure ML. Using Azure AI Vision, Face Detection, and Video Indexer services, you’ll understand computer vision related topics like image classification, object and facial detection, etc. You’ll learn about NLP features like key phrase extraction, sentiment analysis, and speech processing using Azure AI Language, Speech, and Translator services. You’ll deep dive into identifying generative AI models and leveraging the Azure OpenAI Service for content generation. You'll be able to test your understanding of the topics covered with the help of mock exams.After reading this exam guide, you’ll be equipped to work with AI solutions in Azure and be well-prepared to pass the AI-900 exam.
What you will learnDiscusses various types of Artificial Intelligence (AI) workloads and services in AzureCovers Microsoft's guiding principles for responsible AI development and useIncludes fundamental principles of how AI and machine learning workExplains how AI models can recognize content in images and documentsDetails the features and use cases for Natural Language Processing (NLP)Explores the capability of generative AI services
Who this book is forWhether you're a cloud engineer, software developer or an aspiring data scientist, or any non-technical person interested in learning AI/ML concepts and capabilities on Azure, then this book is for you. In addition, it serves as a foundation for those wishing to appear for more advanced AI and Data Science related certification exams (e.g. Microsoft Certified: Azure AI Engineer Associate). For using this book, you’re not required to have experience in data science and software engineering. However, it is assumed that you have a basic knowledge of cloud concepts and client-server applications.
Table of contentsIdentify features of common AI workloadsIdentify guiding principles for responsible AIIdentify common machine learning techniquesDescribe core machine learning conceptsDescribe Azure Machine Learning capabilitiesIdentify common types of computer vision solutionIdentify Azure tools and services for computer vision tasksIdentify features of common NLP Workload ScenariosIdentify Azure tools and services for NLP workloadsIdentify features of generative AI solutionsIdentify capabilities of Azure OpenAI ServiceMock Exam #1Mock Exam #2
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