Microsoft Azure AI Fundamentals Exam Dumps

AI-900 Exam Format | Course Contents | Course Outline | Exam Syllabus | Exam Objectives

EXAM NUMBER : AI-900
EXAM NAME : Microsoft Azure AI Fundamentals
Prove that you can describe the following: AI workloads and considerations; fundamental principles of machine learning on Azure; features of computer vision workloads on Azure; features of Natural Language Processing (NLP) workloads on Azure; and features of conversational AI workloads on Azure.



Candidates for the Azure AI Fundamentals certification should have foundational knowledge of machine learning (ML) and artificial intelligence (AI) concepts and related Microsoft Azure services.



This certification is an opportunity to demonstrate knowledge of common ML and AI workloads and how to implement them on Azure.

This certification is intended for candidates with both technical and non-technical backgrounds. Data science and software engineering experience are not required;
however, some general programming knowledge or experience would be beneficial.



Azure AI Fundamentals can be used to prepare for other Azure role-based certifications like Azure Data Scientist Associate or Azure AI Engineer Associate, but it’s not a prerequisite for any of them.



Describe AI workloads and considerations

Describe fundamental principles of machine learning on Azure

Describe features of computer vision workloads on Azure

Describe features of Natural Language Processing (NLP) workloads on Azure

Describe features of conversational AI workloads on Azure



Module 1: Introduction to AI

In this module, you'll learn about common uses of artificial intelligence (AI), and the different types of workload associated with AI. You'll then explore considerations and principles for responsible AI development.



Artificial Intelligence in Azure

Responsible AI

After completing this module you will be able to:



Describe Artificial Intelligence workloads and considerations

Module 2: Machine Learning

Machine learning is the foundation for modern AI solutions. In this module, you'll learn about some fundamental machine learning concepts, and how to use the Azure Machine Learning service to create and publish machine learning models.



Introduction to Machine Learning

Azure Machine Learning

After completing this module you will be able to:



Describe fundamental principles of machine learning on Azure

Module 3: Computer Vision

Computer vision is a the area of AI that deals with understanding the world visually, through images, video files, and cameras. In this module you'll explore multiple computer vision techniques and services.



Computer Vision Concepts

Computer Vision in Azure

After completing this module you will be able to:



Describe features of computer vision workloads on Azure

Module 4: Natural Language Processing

This module describes scenarios for AI solutions that can process written and spoken language. You'll learn about Azure services that can be used to build solutions that analyze text, recognize and synthesize speech, translate between languages, and interpret commands.



After completing this module you will be able to:



Describe features of Natural Language Processing (NLP) workloads on Azure

Module 5: Conversational AI

Conversational AI enables users to engage in a dialog with an AI agent, or bot, through communication channels such as email, webchat interfaces, social media, and others. This module describes some basic principles for working with bots and gives you an opportunity to create a bot that can respond intelligently to user questions.



Conversational AI Concepts

Conversational AI in Azure

After completing this module you will be able to:



Describe features of conversational AI workloads on Azure

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AI-900
Microsoft Azure AI Fundamentals
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Question: 80
You need to develop a web-based AI solution for a customer support system. Users must be able to interact with a web app that will guide them to the best resource or
answer.
Which service should you use?
A. Custom Vision
B. QnA Maker
C. Translator Text
D. Face
Answer: B
QnA Maker is a cloud-based API service that lets you create a conversational question-and-answer layer over your existing data. Use it to build a knowledge base by
extracting questions and answers from your semi-structured content, including FAQs, manuals, and documents. Answer users questions with the best answers from the
QnAs in your knowledge base?????"automatically. Your knowledge base gets smarter, too, as it continually learns from user behavior.
Incorrect Answers:
A: Azure Custom Vision is a cognitive service that lets you build, deploy, and improve your own image classifiers. An image classifier is an AI service that applies
labels (which represent classes) to images, according to their visual characteristics. Unlike the Computer Vision service, Custom Vision allows you to specify the labels
to apply.
D: Azure Cognitive Services Face Detection API: At a minimum, each detected face corresponds to a faceRectangle field in the response. This set of pixel coordinates
for the left, top, width, and height mark the located face. Using these coordinates, you can get the location of the face and its size. In the API response, faces are listed
in size order from largest to smallest.
Reference:
https://azure.microsoft.com/en-us/services/cognitive-services/qna-maker/
Question: 81
Which AI service should you use to create a bot from a frequently asked questions (FAQ) document?
A. QnA Maker
B. Language Understanding (LUIS)
C. Text Analytics
D. Speech
Answer: A
Question: 82
HOTSPOT -
To complete the sentence, select the appropriate option in the answer area.
Hot Area:
Answer:
With Microsofts Conversational AI tools developers can build, connect, deploy, and manage intelligent bots that naturally interact with their users on a website, app,
Cortana, Microsoft Teams, Skype, Facebook Messenger, Slack, and more.
Reference:
https://azure.microsoft.com/en-in/blog/microsoft-conversational-ai-tools-enable-developers-to-build-connect-and-manage-intelligent-bots
Question: 83
AI-900.html[8/4/2021 2:06:29 PM]
Which scenario is an example of a webchat bot?
A. Determine whether reviews entered on a website for a concert are positive or negative, and then add a thumbs up or thumbs down emoji to the reviews.
B. Translate into English questions entered by customers at a kiosk so that the appropriate person can call the customers back.
C. Accept questions through email, and then route the email messages to the correct person based on the content of the message.
D. From a website interface, answer common questions about scheduled events and ticket purchases for a music festival.
Answer: D
Question: 84
HOTSPOT -
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:
Answer:
Reference:
https://docs.microsoft.com/en-gb/azure/cognitive-services/qnamaker/concepts/data-sources-and-content https://docs.microsoft.com/en-us/azure/cognitive-
services/luis/choose-natural-language-processing-service
Question: 85
HOTSPOT -
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:
AI-900.html[8/4/2021 2:06:29 PM]
Answer:
Reference:
https://docs.microsoft.com/en-us/azure/bot-service/bot-service-manage-channels?view=azure-bot-service-4.0
Question: 86
HOTSPOT -
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:
AI-900.html[8/4/2021 2:06:29 PM]
Answer:
Reference:
https://docs.microsoft.com/en-us/azure/bot-service/bot-service-overview-introduction?view=azure-bot-service-4.0
Question: 87
Which two scenarios are examples of a conversational AI workload? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.
A. a telephone answering service that has a pre-recorder message
B. a chatbot that provides users with the ability to find answers on a website by themselves
C. telephone voice menus to reduce the load on human resources
D. a service that creates frequently asked questions (FAQ) documents by crawling public websites
Answer: BC
B: A bot is an automated software program designed to perform a particular task. Think of it as a robot without a body.
C: Automated customer interaction is essential to a business of any size. In fact, 61% of consumers prefer to communicate via speech, and most of them prefer self-
service. Because customer satisfaction is a priority for all businesses, self-service is a critical facet of any customer-facing communications strategy.
Incorrect Answers:
D: Early bots were comparatively simple, handling repetitive and voluminous tasks with relatively straightforward algorithmic logic. An example would be web
crawlers used by search engines to automatically explore and catalog web content.
Reference:
https://docs.microsoft.com/en-us/azure/architecture/data-guide/big-data/ai-overview https://docs.microsoft.com/en-us/azure/architecture/solution-
ideas/articles/interactive-voice-response-bot
Question: 88
HOTSPOT -
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:
AI-900.html[8/4/2021 2:06:29 PM]
Answer:
Box 1: Yes -
Azure bot service can be integrated with the powerful AI capabilities with Azure Cognitive Services.
Box 2: Yes -
Azure bot service engages with customers in a conversational manner.
Box 3: No -
The QnA Maker service creates knowledge base, not question and answers sets.
Note: You can use the QnA Maker service and a knowledge base to add question-and-answer support to your bot. When you create your knowledge base, you seed it
with questions and answers.
Reference:
https://docs.microsoft.com/en-us/azure/bot-service/bot-builder-tutorial-add-qna
Question: 89
You have a webchat bot that provides responses from a QnA Maker knowledge base.
You need to ensure that the bot uses user feedback to improve the relevance of the responses over time.
What should you use?
A. key phrase extraction
B. sentiment analysis
C. business logic
D. active learning
Answer: D
Reference:
https://docs.microsoft.com/en-us/azure/cognitive-services/qnamaker/how-to/improve-knowledge-base
Question: 90
You are developing a conversational AI solution that will communicate with users through multiple channels including email, Microsoft Teams, and webchat.
Which service should you use?
A. Text Analytics
B. Azure Bot Service
C. Translator
D. Form Recognizer
Answer: B
Reference:
https://docs.microsoft.com/en-us/azure/bot-service/bot-service-overview-introduction?view=azure-bot-service-4.0
Question: 91
HOTSPOT -
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:
AI-900.html[8/4/2021 2:06:29 PM]
Answer:
Reference:
https://docs.microsoft.com/en-us/azure/bot-service/bot-service-overview-introduction?view=azure-bot-service-4.0
AI-900.html[8/4/2021 2:06:29 PM]
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Tech consultants outline the 4 approaches AI may spiral into international catastrophes

Tech experts, Silicon Valley billionaires and conventional americans have voiced their issues that artificial intelligence might spiral out of manage and result in the downfall of humanity. Now, researchers on the middle for AI security have distinctive precisely what "catastrophic" hazards AI poses to the realm.

"the world as we comprehend it isn't common," researchers with the core for AI security (CAIS) wrote in a fresh paper titled "a top level view of Catastrophic AI hazards." "We take as a right that we can speak right away with americans heaps of miles away, fly to the other aspect of the realm in less than a day, and entry tremendous mountains of gathered expertise on gadgets we elevate round in our pockets." 

That fact would've been "unimaginable" to individuals centuries in the past and remained a ways-fetched even a couple of a long time lower back, the paper stated. A pattern in historical past has emerged of "accelerating construction," the researchers referred to.

"lots of of thousands of years elapsed between the time Homo sapiens seemed on earth and the agricultural revolution," the researchers persisted. "Then, heaps of years handed earlier than the commercial revolution. Now, simply centuries later, the artificial intelligence (AI) revolution is beginning. The march of historical past is not consistent—it's impulsively accelerating."

CAIS is a tech nonprofit that works to cut back "societal-scale risks linked to AI by conducting safeguard analysis, constructing the container of AI defense researchers, and advocating for protection requirements," while additionally acknowledging artificial intelligence has the vigour to advantage the realm.

specialists WARN synthetic INTELLIGENCE could lead TO 'EXTINCTION'

consultants argue the change between AI funding in China and the U.S. is the incontrovertible fact that the American mannequin is pushed with the aid of deepest corporations whereas China takes a government strategy. (JOSEP LAGO/AFP by the use of Getty images)

The CAIS leaders behind the analyze, including the nonprofit’s director Dan Hendrycks, broke down four categories encapsulating the leading sources of catastrophic AI hazards, which include: malicious use, the AI race itself, organizational risks and rogue AIs.

"as with every effective technologies, AI must be dealt with with remarkable responsibility to manage the hazards and harness its capabilities for the betterment of society," Hendrycks and his colleagues Mantas Mazeika and Thomas Woodside wrote. "although, there is limited available counsel on how catastrophic or existential AI dangers may transpire or be addressed."

Hendrycks told Fox information Digital that the intention of the paper is "to deliver a survey of catastrophic dangers from AI, and it's intended to be attainable to a large viewers, together with policymakers and others interested in getting to know greater in regards to the risks."

"i hope this may also be valuable for government leaders seeking to learn about AI's impacts," Hendrycks delivered. 

subsequent generation palms RACE may trigger 'EXTINCTION' experience: TECH executive

Malicious Use

synthetic intelligence hacker at the back of computer.  (Fox information)

The examine from the CAIS consultants defines malicious use of AI as when a foul actor uses the technology to cause "frequent harm," akin to via bioterrorism, misinformation and propaganda, or the "deliberate dissemination of uncontrolled AI agents."

The researchers pointed to an incident in Japan in 1995 when the doomsday cult Aum Shinrikyo spread an odorless and colorless liquid on subway vehicles in Tokyo. The liquid finally killed 13 individuals and injured 5,800 other people within the cult’s effort to jumpstart the end of the area.

quick-ahead well-nigh 30 years, AI might potentially be used to create a bioweapon that may have devastating outcomes on humanity if a foul actor gets their arms on the expertise. The CAIS researchers floated a hypothetical the place a research group open sources an "AI equipment with biological analysis capabilities" it's supposed to store lives, but could really be repurposed by means of bad actors to create a bioweapon. 

AI might GO 'TERMINATOR,' profit upper give up humans IN DARWINIAN guidelines OF EVOLUTION, report WARNS

"In situations like this, the result can be determined via the least chance-averse analysis group. If only one research neighborhood thinks the benefits outweigh the hazards, it may act unilaterally, deciding the outcomes besides the fact that most others don’t agree. And in the event that they are incorrect and a person does decide to improve a bioweapon, it might be too late to reverse path," the look at states.

Malicious use may entail unhealthy actors growing bioengineered pandemics, the usage of AI to create new and more potent chemical and biological weapons, and even unleashing "rogue AI" systems knowledgeable to upend existence.

"To in the reduction of these hazards, we suggest improving biosecurity, restricting entry to probably the most bad AI fashions, and conserving AI builders legally answerable for damages caused with the aid of their AI programs," the researchers imply.

AI Race

a girl talking to a smart AI or synthetic intelligence using an artificial intelligence chatbot developed. (getty photos)

The researchers outline the AI race as competitors probably spurring governments and companies to "rush the construction of AIs and cede control to AI programs," evaluating the race to the bloodless war when the U.S. and Soviet Union sprinted to construct nuclear weapons.

"The significant advantage of AIs has created competitive pressures among international avid gamers contending for power and affect. This ‘AI race’ is driven through nations and corporations who believe they have to abruptly construct and set up AIs to relaxed their positions and live on. by failing to thoroughly prioritize international hazards, this dynamic makes it greater seemingly that AI construction will produce unhealthy effects," the analysis paper outlines.

in the militia, the AI race may translate to "more harmful wars, the probability of accidental usage or lack of control, and the chance of malicious actors co-opting these technologies for their personal goal" as AI features traction as a useful military weapon.

WHAT ARE THE dangers OF AI? discover WHY people ARE terrified of artificial INTELLIGENCE

deadly self reliant weapons, as an instance, can kill a target devoid of human intervention whereas streamlining accuracy and determination-making time. The weapons might become advanced to people and militaries could delegate life-or-death situations to the AI methods, based on the researchers, which may strengthen the chance of war.

"however jogging, taking pictures robots have yet to replace troopers on the battlefield, applied sciences are converging in ways that can also make this viable in the near future," the researchers explained.

"Sending troops into battle is a grave choice that leaders don't make evenly. but independent weapons would permit an aggressive nation to launch assaults without endangering the lives of its personal troopers and for this reason face much less home scrutiny," they delivered, arguing that if political leaders no longer deserve to take accountability for human troopers returning domestic in physique bags, countries may see a rise in the probability of warfare.

synthetic intelligence may also open the floodgates to extra correct and quickly cyberattacks that might decimate infrastructure and even spark a war between nations. 

"To reduce hazards from an AI race, we indicate implementing safeguard rules, foreign coordination, and public control of widely wide-spread-aim AIs," the paper suggests to assist stay away from such outcomes.

Organizational hazards

synthetic Intelligence is hacking datas within the near future. (iStock)

The researchers behind the paper say labs and analysis groups constructing AI systems "may endure catastrophic accidents, especially if they shouldn't have a robust safeguard way of life."

"AIs may be unintentionally leaked to the general public or stolen via malicious actors. corporations may fail to put money into safety analysis, lack figuring out of a way to reliably enhance AI security quicker than regularly occurring AI capabilities, or suppress inside concerns about AI dangers," researchers wrote.

They compared the AI corporations to failures right through heritage such as Chernobyl, Three Mile Island and the fatal Challenger area Shuttle incident.

AI TECH 'extra bad THAN AN AR-15,' can be TWISTED FOR 'MALEVOLENT energy,' professional WARNS

"As we development in developing advanced AI methods, it is vital to be aware that these programs are not resistant to catastrophic accidents. an important component in fighting accidents and retaining low tiers of chance lies within the corporations liable for these technologies," the researchers wrote. 

The researchers argue that even in the absence of dangerous actors or aggressive power, AI could have catastrophic results on humanity due to human error alone. in the case of the Challenger or Chernobyl, there was already well based competencies on rocketry and nuclear reactors when chaos struck, but AI in comparison is much much less understood.

"AI lacks a comprehensive theoretical realizing, and its internal workings stay a secret even to those that create it. This gifts an added challenge of controlling and guaranteeing the safety of a expertise that we don't yet entirely recognize," the researchers argued.

AI accidents would now not most effective be doubtlessly catastrophic, but also tough to steer clear of. 

The researchers pointed to an incident at OpenAI, the AI lab at the back of ChatGPT, where an AI equipment turned into informed to provide uplifting responses to users, however human error led the system to provide "hate-crammed and sexually express textual content overnight." dangerous actors who hack a equipment or a leak of an AI system may additionally pave the manner for disaster as malicious entities reconfigure the methods past the customary creator’s intentions. 

heritage has additionally shown that inventors and scientists often underestimate how without delay technological advances in reality become a fact, such because the Wright brothers predicting powered flight changed into 50 years down the highway, after they in fact performed this win two years of their prediction.

"quick and unpredictable evolution of AI capabilities presents a significant problem for preventing accidents. after all, it is tricky to handle whatever if we don’t even recognize what it will possibly do or how some distance it might exceed our expectations," the researchers explained.

The researchers suggest that corporations establish greater cultures and buildings to cut back such dangers, comparable to via "internal and exterior audits, multiple layers of defense against dangers, and army-grade counsel safety."

Rogue AIs 

synthetic Intelligence phrases are viewed in this illustration taken March 31, 2023.  (REUTERS/Dado Ruvic/Illustration)

one of the vital regular issues with synthetic intelligence because the proliferation of the tech in recent years is that humans may lose control and computers overpower human intelligence. 

AI 'KILL change' WILL MAKE HUMANITY less safe, could SPAWN 'opposed' SUPERINTELLIGENCE: AI groundwork

"If an AI gadget is extra clever than we are, and if we're unable to lead it in a advisable path, this might constitute a lack of handle that might have extreme consequences. AI control is a greater technical difficulty than those presented in the outdated sections," the researchers wrote.

people may lose control through "proxy gaming," when people give an AI device an approximate goal that "that at the beginning appears to correlate with the best aim," but the AI systems "emerge as exploiting this proxy in ways in which diverge from the idealized goal and even cause negative results."

Researchers stated an example from the Soviet Union when authorities begun measuring nail factories’ performances according to how many nails a manufacturing unit turned into capable of produce. To exceed or meet expectations, factories started mass producing tiny nails that were practically pointless as a result of their dimension.

"The authorities tried to treatment the condition by transferring focus to the load of nails produced. Yet, quickly after, the factories all started to produce big nails that have been just as useless, but gave them a superb ranking on paper. In each cases, the factories discovered to video game the proxy purpose they got, while fully failing to satisfy their meant goal," the researchers defined.

Researchers imply that companies not install AI techniques with open-ended dreams like "make as a lot money as possible," and supporting AI safeguard research that may hash out in-the-weeds research to steer clear of catastrophes.

click on right here TO GET THE FOX news APP

"These dangers warrant critical challenge. presently, very few individuals are engaged on AI chance discount. We don't yet be aware of how to manage incredibly advanced AI techniques, and latest control strategies are already proving insufficient… As AI capabilities continue to develop at an extraordinary price, they may surpass human intelligence in very nearly all respects incredibly soon, creating a pressing need to manipulate the knowledge dangers," the researchers wrote of their conclusion. 

there is, although, "many lessons of motion we are able to take to greatly cut back these hazards" as outlined in the record. 

"besides the fact that children there has been years of analysis by way of many americans on some of these topics, it has been unfold throughout a variety of sources and it can also be complicated for americans newly attracted to the box to form through it. Our paper hopes to supply a comprehensive and easily digestible overview of catastrophic AI risks, how they relate to every different, and steps we can take to mitigate them. apart from being attainable to non-technical readers, we hope the paper will even be advantageous to technical consultants who need a high-stage overview of issues earlier than looking into the technical details," Hendrycks advised Fox news Digital. 


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