{"id":2437,"date":"2026-07-27T14:53:59","date_gmt":"2026-07-27T14:53:59","guid":{"rendered":"https:\/\/exam.real4prep.com\/2026\/07\/27\/the-microsoft-ai-900-questions-practice-test-are-available-on-demand-q67-q81\/"},"modified":"2026-07-27T14:53:59","modified_gmt":"2026-07-27T14:53:59","slug":"the-microsoft-ai-900-questions-practice-test-are-available-on-demand-q67-q81","status":"publish","type":"post","link":"https:\/\/exam.real4prep.com\/ko\/2026\/07\/27\/the-microsoft-ai-900-questions-practice-test-are-available-on-demand-q67-q81\/","title":{"rendered":"The Microsoft AI-900 Questions &amp; Practice Test are Available On-Demand [Q67-Q81]"},"content":{"rendered":"\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-top\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;2437&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;top&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;0\\\/5 - (0 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;The Microsoft AI-900 Questions \\u0026amp; Practice Test are Available On-Demand [Q67-Q81]&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            <span class=\"kksr-muted\">Rate this post<\/span>\n    <\/div>\n    <\/div>\n<p><span style=\"font-size: 18px\"><strong><span style=\"color: red\">The Microsoft AI-900 Questions &amp; Practice Test are Available On-Demand<\/span><\/strong><\/span><\/p>\n<p><strong><span style=\"color: red\">Valid AI-900 Exam Dumps Ensure you a HIGH SCORE<\/span><\/strong><\/p>\n<h3>Microsoft AI-900 Exam Syllabus Topics:<\/h3>\n<table class=\"table-bordered table-hover table mytable table-responsive\">\n<tbody>\n<tr>\n<th>Section<\/th>\n<th>Weight<\/th>\n<th>Objectives<\/th>\n<\/tr>\n<tr>\n<td>Topic 1: Describe features of computer vision workloads on Azure<\/td>\n<td>15-20%<\/td>\n<td>&#8211; Describe Azure capabilities for computer vision<br \/>\n&#8211; Identify common computer vision tasks<br \/>\n&#8211; Identify Azure AI services for computer vision\n<\/td>\n<\/tr>\n<tr>\n<td>Topic 2: Describe features of Natural Language Processing (NLP) workloads on Azure<\/td>\n<td>15-20%<\/td>\n<td>&#8211; Identify Azure AI services for NLP<br \/>\n&#8211; Identify common NLP tasks<br \/>\n&#8211; Describe Azure capabilities for NLP\n<\/td>\n<\/tr>\n<tr>\n<td>Topic 3: Describe features of Generative AI workloads on Azure<\/td>\n<td>15-20%<\/td>\n<td>&#8211; Identify responsible AI considerations for generative AI<br \/>\n&#8211; Describe Azure OpenAI Service capabilities<br \/>\n&#8211; Describe generative AI concepts\n<\/td>\n<\/tr>\n<tr>\n<td>Topic 4: Describe fundamental principles of machine learning on Azure<\/td>\n<td>30-35%<\/td>\n<td>&#8211; Describe core machine learning concepts<br \/>\n&#8211; Describe features of no-code automated ML<br \/>\n&#8211; Identify common machine learning tasks<br \/>\n&#8211; Describe Azure Machine Learning capabilities\n<\/td>\n<\/tr>\n<tr>\n<td>Topic 5: Describe AI workloads and considerations<\/td>\n<td>15-20%<\/td>\n<td>&#8211; Identify guiding principles for responsible AI<br \/>\n&#8211; Identify features of common AI workloads\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<div id=\"watu_quiz\" class=\"quiz-area single-page-quiz\">\n<form action=\"\" method=\"post\" class=\"quiz-form \" id=\"quiz-962\" >\n<div class='watu-question' id='question-1'><div class='question-content'><p><strong>NEW QUESTION 67<\/strong><br \/>You need to provide content for a business chatbot that will help answer simple user queries.<br \/>What are three ways to create question and answer text by using Azure Al Language Service&#8217;s question answering? Each correct answer presents a complete solution.<br \/>NOTE: Each correct and ask questions by selection is worth one point.<\/p>\n<\/div><input type='hidden' name='question_id[]' value='18889' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72857' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18889[]' id='answer-id-72857' class='answer answer-1 js-answer-label answerof-18889' value='72857' \/>&nbsp;<label for='answer-id-72857' id='answer-label-72857' class='js-answer-label answer label-1'><span class='answer'>Connect the bot to the Cortana channel using Cortana.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72858' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18889[]' id='answer-id-72858' class='answer answer-1 php-answer-label answerof-18889' value='72858' \/>&nbsp;<label for='answer-id-72858' id='answer-label-72858' class='php-answer-label answer label-1'><span class='answer'>Import chit-chat content from a predefined data source.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72859' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18889[]' id='answer-id-72859' class='answer answer-1 php-answer-label answerof-18889' value='72859' \/>&nbsp;<label for='answer-id-72859' id='answer-label-72859' class='php-answer-label answer label-1'><span class='answer'>Manually enter the questions and answers.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72860' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18889[]' id='answer-id-72860' class='answer answer-1 js-answer-label answerof-18889' value='72860' \/>&nbsp;<label for='answer-id-72860' id='answer-label-72860' class='js-answer-label answer label-1'><span class='answer'>Use Azure Machine Learning Automated ML to train a model based on a file that contains question and answer pairs.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72861' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18889[]' id='answer-id-72861' class='answer answer-1 php-answer-label answerof-18889' value='72861' \/>&nbsp;<label for='answer-id-72861' id='answer-label-72861' class='php-answer-label answer label-1'><span class='answer'>Generate the questions and answers from an existing webpage.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(1,this)' id='btn-1' value='See Answer'  \/><input type='hidden' id='questionType1' value='checkbox' class=''><\/div><div class='watu-question' id='question-2'><div class='question-content'><p><strong>NEW QUESTION 68<\/strong><br \/>For each of the following statements. select Yes if the statement is true. Otherwise, select No. NOTE; Each correct selection is worth one point<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-23df2c69481e86ff580c5d6828b78171.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18890' \/><textarea name='answer-18890[]' rows='5' cols='40' id='textarea_q_18890' class='watu-textarea watu-textarea-2'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-379979c8c05fcee99bfd0e1f49616eeb.jpg\"\/><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(2,this)' id='btn-2' value='See Answer'  \/><input type='hidden' id='questionType2' value='textarea' class=''><\/div><div class='watu-question' id='question-3'><div class='question-content'><p><strong>NEW QUESTION 69<\/strong><br \/>You build a machine learning model by using the automated machine learning user interface (UI).<br \/>You need to ensure that the model meets the Microsoft transparency principle for responsible AI. What should you do?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='18891' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72862' \/><div class='watu-question-choice'><input type='radio' name='answer-18891[]' id='answer-id-72862' class='answer answer-3 js-answer-label answerof-18891' value='72862' \/>&nbsp;<label for='answer-id-72862' id='answer-label-72862' class='js-answer-label answer label-3'><span class='answer'>Set Validation type to Auto.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72863' \/><div class='watu-question-choice'><input type='radio' name='answer-18891[]' id='answer-id-72863' class='answer answer-3 php-answer-label answerof-18891' value='72863' \/>&nbsp;<label for='answer-id-72863' id='answer-label-72863' class='php-answer-label answer label-3'><span class='answer'>Enable Explain best model.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72864' \/><div class='watu-question-choice'><input type='radio' name='answer-18891[]' id='answer-id-72864' class='answer answer-3 js-answer-label answerof-18891' value='72864' \/>&nbsp;<label for='answer-id-72864' id='answer-label-72864' class='js-answer-label answer label-3'><span class='answer'>Set Primary metric to accuracy.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72865' \/><div class='watu-question-choice'><input type='radio' name='answer-18891[]' id='answer-id-72865' class='answer answer-3 js-answer-label answerof-18891' value='72865' \/>&nbsp;<label for='answer-id-72865' id='answer-label-72865' class='js-answer-label answer label-3'><span class='answer'>Set Max concurrent iterations to 0.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'>Model Explain Ability.<br\/>Most businesses run on trust and being able to open the ML &#8220;black box&#8221; helps build transparency and trust. In heavily regulated industries like healthcare and banking, it is critical to comply with regulations and best practices. One key aspect of this is understanding the relationship between input variables (features) and model output. Knowing both the magnitude and direction of the impact each feature (feature importance) has on the predicted value helps better understand and explain the model. With model explain ability, we enable you to understand feature importance as part of automated ML runs.<br\/>Reference:<br\/>https:\/\/azure.microsoft.com\/en-us\/blog\/new-automated-machine-learning-capabilities-in-azure-machine- learning-service\/<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(3,this)' id='btn-3' value='See Answer'  \/><input type='hidden' id='questionType3' value='radio' class=''><\/div><div class='watu-question' id='question-4'><div class='question-content'><p><strong>NEW QUESTION 70<\/strong><br \/>You have a large dataset that contains motor vehicle sales data.<br \/>You need to train an automated machine learning (automated ML) model to predict vehicle sale values based on the type of vehicle.<br \/>Which task should you select? To answer, select the appropriate task in the answer area.<br \/>NOTE: Each correct selection is worth one point.<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-adbfac3573b5d6d33251d3ac5f2b300c.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18892' \/><textarea name='answer-18892[]' rows='5' cols='40' id='textarea_q_18892' class='watu-textarea watu-textarea-4'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-2dcbd8b4201ca50ea11bccfd25729279.jpg\"\/><br\/>Explanation:<br\/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-6f5bf78aedadd23a04797240c921c668.jpg\"\/><br\/>According to the Microsoft Azure AI Fundamentals (AI-900) and Azure Machine Learning documentation, regression is the appropriate machine learning task when the goal is to predict continuous numeric values- such as prices, sales amounts, or other measurable quantities.<br\/>In this scenario, the dataset contains motor vehicle sales data, and the objective is to predict vehicle sale values. A vehicle&#8217;s sale value (price) is a continuous numeric variable, meaning it can take on a wide range of possible numbers (for example, $15,000, $28,500, $42,300). Regression models are designed to analyze relationships between input features (like make, model, mileage, age, fuel type) and a continuous output variable (price).<br\/>Automated Machine Learning (AutoML) in Azure simplifies this process by automatically testing multiple regression algorithms (e.g., Linear Regression, Random Forest, Gradient Boosted Trees) and hyperparameters to find the best-performing model.<br\/>Let&#8217;s evaluate why the other options are incorrect:<br\/>* Classification &#8211; Used for predicting discrete categories (e.g., car type: sedan, SUV, or truck). Sale value prediction is not categorical.<br\/>* Time series forecasting &#8211; Used when predicting future values based on time-dependent data (e.g., sales over months or years). The question focuses on predicting price based on vehicle characteristics, not over time.<br\/>* Natural Language Processing (NLP) &#8211; Deals with text-based data, not numeric vehicle data.<br\/>* Computer Vision &#8211; Applies to image-based tasks (e.g., detecting car types from photos).<br\/>Therefore, per Microsoft Learn&#8217;s Automated ML task selection guidance, when predicting a numeric output like vehicle sale value, the correct machine learning task type is Regression.<br\/># Final answer: Regression<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(4,this)' id='btn-4' value='See Answer'  \/><input type='hidden' id='questionType4' value='textarea' class=''><\/div><div class='watu-question' id='question-5'><div class='question-content'><p><strong>NEW QUESTION 71<\/strong><br \/>You need to scan the news for articles about your customers and alert employees when there is a negative article. Positive articles must be added to a press book.<br \/>Which natural language processing tasks should you use to complete the process? To answer, drag the appropriate tasks to the correct locations. Each task may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.<br \/>NOTE: Each correct selection is worth one point.<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-00b2128e355725bbe033846603e86ea7.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18893' \/><textarea name='answer-18893[]' rows='5' cols='40' id='textarea_q_18893' class='watu-textarea watu-textarea-5'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-66576bee02b9d0934514df6422a335df.jpg\"\/><br\/>Reference:<br\/>https:\/\/docs.microsoft.com\/en-us\/azure\/machine-learning\/studio-module-reference\/named-entity-recognition<br\/>https:\/\/docs.microsoft.com\/en-us\/azure\/cognitive-services\/text-analytics\/how-tos\/text-analytics-how-to-sentiment-analysis<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(5,this)' id='btn-5' value='See Answer'  \/><input type='hidden' id='questionType5' value='textarea' class=''><\/div><div class='watu-question' id='question-6'><div class='question-content'><p><strong>NEW QUESTION 72<\/strong><br \/>For each of the following statements, select Yes if the statement is true. Otherwise, select No.<br \/>NOTE: Each correct selection is worth one point.<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-bf82a68d748a0e3efa3f7705eafc1ad6.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18894' \/><textarea name='answer-18894[]' rows='5' cols='40' id='textarea_q_18894' class='watu-textarea watu-textarea-6'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-d6fa8e0dbd5967cbc6cd579200ea226c.jpg\"\/><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(6,this)' id='btn-6' value='See Answer'  \/><input type='hidden' id='questionType6' value='textarea' class=''><\/div><div class='watu-question' id='question-7'><div class='question-content'><p><strong>NEW QUESTION 73<\/strong><br \/>To complete the sentence, select the appropriate option in the answer area.<br \/>Computer vision capabilities can be Deployed to&#8230;&#8230;&#8230;&#8230;&#8230;&#8230;..<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-df8c3a883e01962e7cdfc3633ad96b3c.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18895' \/><textarea name='answer-18895[]' rows='5' cols='40' id='textarea_q_18895' class='watu-textarea watu-textarea-7'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-4bda2d8ea92ede7f2ac5786785f0bc82.jpg\"\/><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(7,this)' id='btn-7' value='See Answer'  \/><input type='hidden' id='questionType7' value='textarea' class=''><\/div><div class='watu-question' id='question-8'><div class='question-content'><p><strong>NEW QUESTION 74<\/strong><br \/>You are authoring a Language Understanding (LUIS) application to support a music festival.<br \/>You want users to be able to ask questions about scheduled shows, such as: &#8220;Which act is playing on the main stage?&#8221; The question &#8220;Which act is playing on the main stage?&#8221; is an example of which type of element?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='18896' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72866' \/><div class='watu-question-choice'><input type='radio' name='answer-18896[]' id='answer-id-72866' class='answer answer-8 js-answer-label answerof-18896' value='72866' \/>&nbsp;<label for='answer-id-72866' id='answer-label-72866' class='js-answer-label answer label-8'><span class='answer'>an intent<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72867' \/><div class='watu-question-choice'><input type='radio' name='answer-18896[]' id='answer-id-72867' class='answer answer-8 php-answer-label answerof-18896' value='72867' \/>&nbsp;<label for='answer-id-72867' id='answer-label-72867' class='php-answer-label answer label-8'><span class='answer'>an utterance<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72868' \/><div class='watu-question-choice'><input type='radio' name='answer-18896[]' id='answer-id-72868' class='answer answer-8 js-answer-label answerof-18896' value='72868' \/>&nbsp;<label for='answer-id-72868' id='answer-label-72868' class='js-answer-label answer label-8'><span class='answer'>a domain<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72869' \/><div class='watu-question-choice'><input type='radio' name='answer-18896[]' id='answer-id-72869' class='answer answer-8 js-answer-label answerof-18896' value='72869' \/>&nbsp;<label for='answer-id-72869' id='answer-label-72869' class='js-answer-label answer label-8'><span class='answer'>an entity<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'>In a Language Understanding (LUIS) application, an utterance represents an example of what a user might say to the bot. According to Microsoft Learn &#8211; &#8220;Build a Language Understanding app&#8221;, an utterance is a sample phrase that helps train the LUIS model to recognize user intent.<br\/>In the given example &#8211; &#8220;Which act is playing on the main stage?&#8221; &#8211; the statement is an utterance that a user might say to find out about show schedules. LUIS uses utterances like this to identify the intent (the user&#8217;s goal, e.g., GetShowInfo) and to extract any entities (e.g., main stage) that provide additional details for fulfilling the request.<br\/>To clarify the other elements:<br\/>* Intent: The overall purpose or action (e.g., &#8220;FindShowDetails&#8221;).<br\/>* Entity: Specific information in the utterance (e.g., &#8220;main stage&#8221;).<br\/>* Domain: A general subject area (e.g., entertainment, events).<br\/>Thus, &#8220;Which act is playing on the main stage?&#8221; is an utterance used to train the LUIS model to understand natural language input.<br\/>Reference:Microsoft Learn &#8211; Build a Language Understanding app<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(8,this)' id='btn-8' value='See Answer'  \/><input type='hidden' id='questionType8' value='radio' class=''><\/div><div class='watu-question' id='question-9'><div class='question-content'><p><strong>NEW QUESTION 75<\/strong><br \/>Select the answer that correctly completes the sentence.<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-fdca70f9f257e77ab7fc19581089cb8f.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18897' \/><textarea name='answer-18897[]' rows='5' cols='40' id='textarea_q_18897' class='watu-textarea watu-textarea-9'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-5b67528ba50ffcaf3d707a41236aa049.jpg\"\/><br\/>Explanation:<br\/>When building a K-means clustering model, all features (variables) used in the model must be numeric in nature. According to the Microsoft Azure AI Fundamentals (AI-900) study materials and standard machine learning theory, K-means clustering is an unsupervised learning algorithm that groups data points into clusters based on their similarity &#8211; specifically by minimizing the Euclidean distance between data points and their assigned cluster centroids.<br\/>Because the K-means algorithm depends on distance calculations, it requires numeric data types. The Euclidean distance (or similar measures) can only be computed between numerical values. Therefore, all categorical or text data must first be converted into numeric form through feature engineering techniques such as one-hot encoding, label encoding, or embedding vectors, depending on the nature of the data.<br\/>Here&#8217;s how K-means works in summary:<br\/>* The algorithm initializes a predefined number of centroids (K).<br\/>* Each data point is assigned to the nearest centroid based on numeric distance.<br\/>* The centroids are recalculated as the mean of the points in each cluster.<br\/>* The process repeats until convergence.<br\/>If non-numeric data (e.g., text or Boolean) were provided, the model would not be able to calculate distances accurately, leading to computational errors.<br\/>Other options are incorrect:<br\/>* Boolean and integer types can represent numeric values but are considered special cases; the algorithm requires general numeric representation (e.g., continuous values).<br\/>* Text cannot be processed directly without conversion.<br\/>Thus, according to Azure Machine Learning and AI-900 official concepts, all features in a K-means clustering model must be numeric to ensure valid mathematical operations and clustering accuracy.<br\/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-b95121f2f1d04422575ba8e3ce94e23e.jpg\"\/><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(9,this)' id='btn-9' value='See Answer'  \/><input type='hidden' id='questionType9' value='textarea' class=''><\/div><div class='watu-question' id='question-10'><div class='question-content'><p><strong>NEW QUESTION 76<\/strong><br \/>What ate two common use cases for generative Al solutions? Each correct answer presents a complete solution.<br \/>NOTE: Each correct selection is worth one point.<\/p>\n<\/div><input type='hidden' name='question_id[]' value='18898' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72870' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18898[]' id='answer-id-72870' class='answer answer-10 php-answer-label answerof-18898' value='72870' \/>&nbsp;<label for='answer-id-72870' id='answer-label-72870' class='php-answer-label answer label-10'><span class='answer'>generating draft responses for customer service agents<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72871' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18898[]' id='answer-id-72871' class='answer answer-10 php-answer-label answerof-18898' value='72871' \/>&nbsp;<label for='answer-id-72871' id='answer-label-72871' class='php-answer-label answer label-10'><span class='answer'>creating original artwork from textual descriptions<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72872' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18898[]' id='answer-id-72872' class='answer answer-10 js-answer-label answerof-18898' value='72872' \/>&nbsp;<label for='answer-id-72872' id='answer-label-72872' class='js-answer-label answer label-10'><span class='answer'>predicting sales revenue based on historical data<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72873' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18898[]' id='answer-id-72873' class='answer answer-10 js-answer-label answerof-18898' value='72873' \/>&nbsp;<label for='answer-id-72873' id='answer-label-72873' class='js-answer-label answer label-10'><span class='answer'>classifying email messages as spam or non-spam<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(10,this)' id='btn-10' value='See Answer'  \/><input type='hidden' id='questionType10' value='checkbox' class=''><\/div><div class='watu-question' id='question-11'><div class='question-content'><p><strong>NEW QUESTION 77<\/strong><br \/>Which Azure Al Language feature can be used to retrieve data, such as dates and people&#8217;s names, from social media posts?<\/p>\n<\/div><input type='hidden' name='question_id[]' value='18899' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72874' \/><div class='watu-question-choice'><input type='radio' name='answer-18899[]' id='answer-id-72874' class='answer answer-11 js-answer-label answerof-18899' value='72874' \/>&nbsp;<label for='answer-id-72874' id='answer-label-72874' class='js-answer-label answer label-11'><span class='answer'>language detection<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72875' \/><div class='watu-question-choice'><input type='radio' name='answer-18899[]' id='answer-id-72875' class='answer answer-11 js-answer-label answerof-18899' value='72875' \/>&nbsp;<label for='answer-id-72875' id='answer-label-72875' class='js-answer-label answer label-11'><span class='answer'>speech recognition<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72876' \/><div class='watu-question-choice'><input type='radio' name='answer-18899[]' id='answer-id-72876' class='answer answer-11 js-answer-label answerof-18899' value='72876' \/>&nbsp;<label for='answer-id-72876' id='answer-label-72876' class='js-answer-label answer label-11'><span class='answer'>key phrase extraction<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72877' \/><div class='watu-question-choice'><input type='radio' name='answer-18899[]' id='answer-id-72877' class='answer answer-11 php-answer-label answerof-18899' value='72877' \/>&nbsp;<label for='answer-id-72877' id='answer-label-72877' class='php-answer-label answer label-11'><span class='answer'>entity recognition<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'>The Azure AI Language service provides several NLP features, including language detection, key phrase extraction, sentiment analysis, and named entity recognition (NER).<br\/>When you need to extract specific data points such as dates, names, organizations, or locations from unstructured text (for example, social media posts), the correct feature is Entity Recognition.<br\/>Entity Recognition identifies and classifies information in text into predefined categories like:<br\/>* Person names (e.g., &#8220;John Smith&#8221;)<br\/>* Organizations (e.g., &#8220;Contoso Ltd.&#8221;)<br\/>* Dates and times (e.g., &#8220;October 22, 2025&#8221;)<br\/>* Locations, events, and quantities<br\/>This capability helps transform unstructured textual data into structured data that can be analyzed or stored.<br\/>Option analysis:<br\/>* A (Language detection): Determines the language of a text (e.g., English, French).<br\/>* B (Speech recognition): Converts spoken audio to text; not applicable here.<br\/>* C (Key phrase extraction): Identifies important phrases or topics but not specific entities like names or dates.<br\/>* D (Entity recognition): Correctly extracts names, dates, and other specific data from text.<br\/>Hence, the accurate feature for this scenario is D. Entity Recognition.<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(11,this)' id='btn-11' value='See Answer'  \/><input type='hidden' id='questionType11' value='radio' class=''><\/div><div class='watu-question' id='question-12'><div class='question-content'><p><strong>NEW QUESTION 78<\/strong><br \/>What are two tasks that can be performed by using the Computer Vision service? Each correct answer presents a complete solution.<br \/>NOTE: Each correct selection is worth one point.<\/p>\n<\/div><input type='hidden' name='question_id[]' value='18900' \/><div class='watu-questions-wrap '><input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72878' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18900[]' id='answer-id-72878' class='answer answer-12 js-answer-label answerof-18900' value='72878' \/>&nbsp;<label for='answer-id-72878' id='answer-label-72878' class='js-answer-label answer label-12'><span class='answer'>Train a custom image classification model.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72879' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18900[]' id='answer-id-72879' class='answer answer-12 php-answer-label answerof-18900' value='72879' \/>&nbsp;<label for='answer-id-72879' id='answer-label-72879' class='php-answer-label answer label-12'><span class='answer'>Detect faces in an image.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72880' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18900[]' id='answer-id-72880' class='answer answer-12 php-answer-label answerof-18900' value='72880' \/>&nbsp;<label for='answer-id-72880' id='answer-label-72880' class='php-answer-label answer label-12'><span class='answer'>Recognize handwritten text.<\/span><\/label><\/div>\n<input type='hidden' name='answer_ids[]' class='watu-answer-ids' value='72881' \/><div class='watu-question-choice'><input type='checkbox' name='answer-18900[]' id='answer-id-72881' class='answer answer-12 js-answer-label answerof-18900' value='72881' \/>&nbsp;<label for='answer-id-72881' id='answer-label-72881' class='js-answer-label answer label-12'><span class='answer'>Translate the text in an image between languages.<\/span><\/label><\/div>\n<\/div><div class='show-question-feedback' style='display:none;'>B: Azure&#8217;s Computer Vision service provides developers with access to advanced algorithms that process images and return information based on the visual features you&#8217;re interested in. For example, Computer Vision can determine whether an image contains adult content, find specific brands or objects, or find human faces.<br\/>C: Computer Vision includes Optical Character Recognition (OCR) capabilities. You can use the new Read API to extract printed and handwritten text from images and documents.<br\/>Reference:<br\/>https:\/\/docs.microsoft.com\/en-us\/azure\/cognitive-services\/computer-vision\/home Detect faces in an image &#8211; Face API Microsoft Azure provides multiple cognitive services that you can use to detect and analyze faces, including:<br\/>Computer Vision, which offers face detection and some basic face analysis, such as determining age.<br\/>Video Indexer, which you can use to detect and identify faces in a video.<br\/>Face, which offers pre-built algorithms that can detect, recognize, and analyze faces.<br\/>Recognize hand written text &#8211; Read API<br\/>The Read API is a better option for scanned documents that have a lot of text. The Read API also has the ability to automatically determine the proper recognition model<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(12,this)' id='btn-12' value='See Answer'  \/><input type='hidden' id='questionType12' value='checkbox' class=''><\/div><div class='watu-question' id='question-13'><div class='question-content'><p><strong>NEW QUESTION 79<\/strong><br \/>Select the answer that correctly completes the sentence.<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-36b8c3b30ab7254a3434544d5bcdfe8e.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18901' \/><textarea name='answer-18901[]' rows='5' cols='40' id='textarea_q_18901' class='watu-textarea watu-textarea-13'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-850e478ecf2aa1f38af36d96f669d851.jpg\"\/><br\/>Explanation:<br\/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-cc17f37b1ae0929b8ba2ac0f5dd50fc5.jpg\"\/><br\/>The question describes a process where an AI system generates text that describes an image &#8211; for example,<br\/>&#8220;A dog playing with a ball in the park.&#8221; This process is an example of image classification, a core workload in computer vision that allows a system to recognize and categorize the content of an image.<br\/>According to the Microsoft Azure AI Fundamentals (AI-900) official study guide and Microsoft Learn module &#8220;Identify Azure services for computer vision,&#8221; image classification involves analyzing the pixels of an image and assigning one or more predefined categories or labels to it. In more advanced implementations, image classification models are combined with caption generation algorithms to produce descriptive text. For example, Azure AI Vision can generate captions and tags that describe an image&#8217;s content, such as &#8220;outdoor scene,&#8221; &#8220;a person riding a bicycle,&#8221; or &#8220;a group of people smiling.&#8221; Let&#8217;s review the other options to clarify why they are incorrect:<br\/>* Facial detection: Identifies the presence and location of human faces in an image, but does not generate descriptive text.<br\/>* Object detection: Identifies and locates multiple objects within an image by drawing bounding boxes, not by describing the overall scene.<br\/>* Optical character recognition (OCR): Extracts text from images or scanned documents (for example, reading a street sign), but it doesn&#8217;t create descriptive language about what&#8217;s depicted.<br\/>Therefore, the correct answer is Image classification, as it aligns with the AI-900 learning objective that describes this task as recognizing and categorizing the main content of an image, often leading to caption generation in modern vision models such as those in Azure AI Vision.<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(13,this)' id='btn-13' value='See Answer'  \/><input type='hidden' id='questionType13' value='textarea' class=''><\/div><div class='watu-question' id='question-14'><div class='question-content'><p><strong>NEW QUESTION 80<\/strong><br \/>Match the services to the appropriate descriptions.<br \/>To answer, drag the appropriate service from the column on the left to its description on the right. Each service may be used once, more than once, or not at all.<br \/>NOTE: Each correct match is worth one point<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-d9f33995bf4f49d8ae48a89403577f8f.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18902' \/><textarea name='answer-18902[]' rows='5' cols='40' id='textarea_q_18902' class='watu-textarea watu-textarea-14'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'>Explanation<br\/>Graphical user interface, application Description automatically generated.<br\/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-ca58dff239bb368b72fe78fd39db85e7.jpg\"\/><\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(14,this)' id='btn-14' value='See Answer'  \/><input type='hidden' id='questionType14' value='textarea' class=''><\/div><div class='watu-question' id='question-15'><div class='question-content'><p><strong>NEW QUESTION 81<\/strong><br \/>To complete the sentence, select the appropriate option in the answer area.<br \/><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-31bef113d66ed0f6b9a361c3921f8297.jpg\"\/><\/p>\n<\/div><input type='hidden' name='question_id[]' value='18903' \/><textarea name='answer-18903[]' rows='5' cols='40' id='textarea_q_18903' class='watu-textarea watu-textarea-15'><\/textarea><div class='watu-questions-wrap '><\/div><div class='show-question-feedback' style='display:none;'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/uploads\/2026\/07\/AI-900-8f840008d8c36b1857ab7e0cbc0ae1fc.jpg\"\/><br\/>Reference:<br\/>https:\/\/azure.microsoft.com\/en-us\/services\/cognitive-services\/form-recognizer\/<\/div><input type='button' class='showchecked' style='margin: 10px 0;' onclick='showanswer1(15,this)' id='btn-15' value='See Answer'  \/><input type='hidden' id='questionType15' value='textarea' class=''><\/div><div style='display:none' id='question-16'><br \/><div class='question-content'><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/plugins\/watu\/loading.gif\" width=\"16\" height=\"16\" alt=\"Loading ...\" title=\"Loading ...\" \/>&nbsp;Loading &#8230;<\/div><\/div><br \/>\n<input type=\"button\" name=\"action\" onclick=\"Watu.submitResult()\" id=\"action-button\" style=\"margin:0 auto 20px auto;\" value=\"View Results\"  class=\"watu-submit-button\" \/>\n<input type=\"hidden\" name=\"no_ajax\" value=\"0\"><input type=\"hidden\" name=\"quiz_id\" value=\"962\" \/>\n<input type=\"hidden\" id=\"watuStartTime\" name=\"start_time\" value=\"2026-09-24 00:44:52\" \/>\n<\/form>\n<\/div>\n<div id=\"watu-loading-result\" style=\"display:none;\">\n\t<p align=\"center\"><img decoding=\"async\" src=\"https:\/\/exam.real4prep.com\/wp-content\/plugins\/watu\/loading.gif\" width=\"16\" height=\"16\" alt=\"Loading\" title=\"Loading\" \/><\/p>\n<\/div>\t\n<script type=\"text\/javascript\">\nvar exam_id=0;\nvar question_ids='';\nvar watuURL='';\njQuery(function($){\nquestion_ids = \"18889,18890,18891,18892,18893,18894,18895,18896,18897,18898,18899,18900,18901,18902,18903\";\nexam_id = 962;\nWatu.exam_id = exam_id;\nWatu.qArr = question_ids.split(',');\nWatu.post_id = 2437;\nWatu.singlePage = '1';\nWatu.hAppID = \"0.93006400 1790210692\";\nwatuURL = \"https:\/\/exam.real4prep.com\/wp-admin\/admin-ajax.php\";\nWatu.noAlertUnanswered = 0;\n});\n\nfunction showanswer1(e,q) {\n\tvar check = new Array();\n\tjQuery('.answer-' + e).each(function (i) {\n\t\tcheck.push(this.checked)\n\t})\n\tlet textval = jQuery('.watu-textarea-' + e).val()\n\tif (jQuery.inArray(true, check) >= 0 || textval !== '' && textval !== undefined) {\n\t\tjQuery(q).stop().fadeOut(300)\n\t\tjQuery('.php-answer-label.label-' + e).addClass(\n\t\t\t'correct-answer'\n\t\t)\n\t\tjQuery('.answer-' + e).each(function (i) {\n\t\t\tif (this.checked && this.className.match(\/js\\-answer\/)) {\n\t\t\t\tvar number = this.id.toString().replace(\/\\D\/g, '')\n\t\t\t\tif (number) {\n\t\t\t\t\tjQuery('#answer-label-' + number).addClass('user-answer')\n\t\t\t\t}\n\t\t\t}\n\t\t})\n\t\tjQuery(q).siblings('.show-question-feedback').stop().fadeIn(300)\n\t\ttextval = ''\n\t} else if (textval == '' || textval == undefined){\n\t\t\/\/jQuery(\".hint\").stop().fadeIn(300)\n\t\talert('Please first answer the question');\n\t}\n}\nvar btnisshow = jQuery(\".php-answer-label\").length\nif (btnisshow > 0) {\n\tjQuery('.showchecked').show()\n} else {\n\tjQuery('.showchecked').hide()\n}\n<\/script>\n<p><strong>AI-900 Exam Practice Questions prepared by Microsoft Professionals: <a href=\"https:\/\/www.real4prep.com\/AI-900-exam.html\" target=\"_blank\">https:\/\/www.real4prep.com\/AI-900-exam.html<\/a><\/strong><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>The Microsoft AI-900 Questions &amp; 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