{"id":105090,"date":"2025-06-27T06:30:39","date_gmt":"2025-06-27T06:30:39","guid":{"rendered":"https:\/\/www.dumpsbase.com\/freedumps\/?p=105090"},"modified":"2025-06-27T06:31:35","modified_gmt":"2025-06-27T06:31:35","slug":"cognitive-project-management-in-ai-cpmai-v7-certification-cpmai_v7-dumps-v8-02-help-you-make-preparations","status":"publish","type":"post","link":"https:\/\/www.dumpsbase.com\/freedumps\/cognitive-project-management-in-ai-cpmai-v7-certification-cpmai_v7-dumps-v8-02-help-you-make-preparations.html","title":{"rendered":"Cognitive Project Management in AI (CPMAI) v7 Certification CPMAI_v7 Dumps (V8.02): Help You Make Preparations"},"content":{"rendered":"<p>Professionals who have completed the Cognitive Project Management in AI (CPMAI) v7 Certification will frequently experience increased salaries, increased job opportunities, and quicker career advancement. The latest CPMAI_v7 dumps (V8.02) from DumpsBase should be a potent resource that can assist you in advancing to the next level with enhanced best practices in Robotic Process Automation (RPA), Big Data, and Data Science. If you are dedicated to obtaining your Cognitive Project Management in AI (CPMAI) v7 certification, investing in the CPMAI_v7 dumps from DumpsBase is a decision you will not regret. Choose DumpsBase\u2019s CPMAI_v7 dumps (V8.02) and start your Cognitive Project Management in AI (CPMAI) v7 certification now.<\/p>\n<h2>Below are the <em><span style=\"background-color: #00ffff;\">CPMAI_v7 free dumps<\/span><\/em> for checking the quality:<\/h2>\n<script>\n\t  window.fbAsyncInit = function() {\n\t    FB.init({\n\t      appId            : '622169541470367',\n\t      autoLogAppEvents : true,\n\t      xfbml            : true,\n\t      version          : 'v3.1'\n\t    });\n\t  };\n\t\n\t  (function(d, s, id){\n\t     var js, fjs = d.getElementsByTagName(s)[0];\n\t     if (d.getElementById(id)) {return;}\n\t     js = d.createElement(s); js.id = id;\n\t     js.src = \"https:\/\/connect.facebook.net\/en_US\/sdk.js\";\n\t     fjs.parentNode.insertBefore(js, fjs);\n\t   }(document, 'script', 'facebook-jssdk'));\n\t<\/script><script type=\"text\/javascript\" >\ndocument.addEventListener(\"DOMContentLoaded\", function(event) { \nif(!window.jQuery) alert(\"The important jQuery library is not properly loaded in your site. Your WordPress theme is probably missing the essential wp_head() call. You can switch to another theme and you will see that the plugin works fine and this notice disappears. If you are still not sure what to do you can contact us for help.\");\n});\n<\/script>  \n  \n<div  id=\"watupro_quiz\" class=\"quiz-area single-page-quiz\">\n<p id=\"submittingExam10368\" style=\"display:none;text-align:center;\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/plugins\/watupro\/img\/loading.gif\" width=\"16\" height=\"16\"><\/p>\n\n<div class=\"watupro-exam-description\" id=\"description-quiz-10368\"><\/div>\n\n<form action=\"\" method=\"post\" class=\"quiz-form\" id=\"quiz-10368\"  enctype=\"multipart\/form-data\" >\n<div class='watu-question ' id='question-1' style=';'><div id='questionWrap-1'  class='   watupro-question-id-410918'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>1. <\/span>Your team is working on an NLP model and has just operationalized the first model. Your team makes updates to the model, overwrites the original model, and puts this new model into operation. However, one of the teams using the model has seen a decrease in performance and is asking to use the original model. <br \/>\r<br>What critical error did your team make?<\/div><input type='hidden' name='question_id[]' id='qID_1' value='410918' \/><input type='hidden' id='answerType410918' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410918[]' id='answer-id-1592441' class='answer   answerof-410918 ' value='1592441'   \/><label for='answer-id-1592441' id='answer-label-1592441' class=' answer'><span>They did not have data governance in place<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410918[]' id='answer-id-1592442' class='answer   answerof-410918 ' value='1592442'   \/><label for='answer-id-1592442' id='answer-label-1592442' class=' answer'><span>They did not practice model versioning and keep all versions of the model<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410918[]' id='answer-id-1592443' class='answer   answerof-410918 ' value='1592443'   \/><label for='answer-id-1592443' id='answer-label-1592443' class=' answer'><span>They did not have a model retraining pipeline that took into account models<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410918[]' id='answer-id-1592444' class='answer   answerof-410918 ' value='1592444'   \/><label for='answer-id-1592444' id='answer-label-1592444' class=' answer'><span>They did not practice model iteration and properly iterate on the model<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-2' style=';'><div id='questionWrap-2'  class='   watupro-question-id-410919'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>2. <\/span>Enhancing and cleaning data is an important action during which phase of CPMAI?<\/div><input type='hidden' name='question_id[]' id='qID_2' value='410919' \/><input type='hidden' id='answerType410919' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410919[]' id='answer-id-1592445' class='answer   answerof-410919 ' value='1592445'   \/><label for='answer-id-1592445' id='answer-label-1592445' class=' answer'><span>Phase VI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410919[]' id='answer-id-1592446' class='answer   answerof-410919 ' value='1592446'   \/><label for='answer-id-1592446' id='answer-label-1592446' class=' answer'><span>Phase I<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410919[]' id='answer-id-1592447' class='answer   answerof-410919 ' value='1592447'   \/><label for='answer-id-1592447' id='answer-label-1592447' class=' answer'><span>Phase V<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410919[]' id='answer-id-1592448' class='answer   answerof-410919 ' value='1592448'   \/><label for='answer-id-1592448' id='answer-label-1592448' class=' answer'><span>Phase III<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410919[]' id='answer-id-1592449' class='answer   answerof-410919 ' value='1592449'   \/><label for='answer-id-1592449' id='answer-label-1592449' class=' answer'><span>Phase II<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410919[]' id='answer-id-1592450' class='answer   answerof-410919 ' value='1592450'   \/><label for='answer-id-1592450' id='answer-label-1592450' class=' answer'><span>Phase IV<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-3' style=';'><div id='questionWrap-3'  class='   watupro-question-id-410920'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>3. <\/span>Your team is ready to operationalize the model they have been working on. It's a model that is meant to be used on an &quot;edge device&quot;, specifically a mobile phone and the user may sometimes be in remote locations without regular access to the internet. <br \/>\r<br>What's the most important thing to consider here?<\/div><input type='hidden' name='question_id[]' id='qID_3' value='410920' \/><input type='hidden' id='answerType410920' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410920[]' id='answer-id-1592451' class='answer   answerof-410920 ' value='1592451'   \/><label for='answer-id-1592451' id='answer-label-1592451' class=' answer'><span>Make sure that you can use Generative AI solutions on an edge device<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410920[]' id='answer-id-1592452' class='answer   answerof-410920 ' value='1592452'   \/><label for='answer-id-1592452' id='answer-label-1592452' class=' answer'><span>Make sure the model lives in a hybrid environment<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410920[]' id='answer-id-1592453' class='answer   answerof-410920 ' value='1592453'   \/><label for='answer-id-1592453' id='answer-label-1592453' class=' answer'><span>Make sure the model is available over a cloud-based API<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410920[]' id='answer-id-1592454' class='answer   answerof-410920 ' value='1592454'   \/><label for='answer-id-1592454' id='answer-label-1592454' class=' answer'><span>Make sure the model lives on the edge device so it can be used regardless of internet connection<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-4' style=';'><div id='questionWrap-4'  class='   watupro-question-id-410921'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>4. <\/span>For AI projects the code and systems don't matter as much as the data. In fact, big data is what's powering much of this latest wave of AI. <br \/>\r<br>What's most important for your company to consider around data?<\/div><input type='hidden' name='question_id[]' id='qID_4' value='410921' \/><input type='hidden' id='answerType410921' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410921[]' id='answer-id-1592455' class='answer   answerof-410921 ' value='1592455'   \/><label for='answer-id-1592455' id='answer-label-1592455' class=' answer'><span>Because of almost-infinite storage and compute power, collect as much data as possible and deal with organizing it later.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410921[]' id='answer-id-1592456' class='answer   answerof-410921 ' value='1592456'   \/><label for='answer-id-1592456' id='answer-label-1592456' class=' answer'><span>Collect enormous amounts of data - the more data the better.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410921[]' id='answer-id-1592457' class='answer   answerof-410921 ' value='1592457'   \/><label for='answer-id-1592457' id='answer-label-1592457' class=' answer'><span>Understanding which algorithms are best for your data needs.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410921[]' id='answer-id-1592458' class='answer   answerof-410921 ' value='1592458'   \/><label for='answer-id-1592458' id='answer-label-1592458' class=' answer'><span>Have team members that have experience, understanding of tools, and the ability to deal with massive volumes of data.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-5' style=';'><div id='questionWrap-5'  class='   watupro-question-id-410922'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>5. <\/span>Using machine learning and other cognitive approaches to understand how to take past\/existing behavior and predict future outcomes or help humans make decisions about future outcomes using insight learned from past behavior\/interactions\/data is a core part to which pattern(s) of AI?<\/div><input type='hidden' name='question_id[]' id='qID_5' value='410922' \/><input type='hidden' id='answerType410922' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410922[]' id='answer-id-1592459' class='answer   answerof-410922 ' value='1592459'   \/><label for='answer-id-1592459' id='answer-label-1592459' class=' answer'><span>Goal Driven Systems<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410922[]' id='answer-id-1592460' class='answer   answerof-410922 ' value='1592460'   \/><label for='answer-id-1592460' id='answer-label-1592460' class=' answer'><span>Predictive Analytics &amp; Decision Support and Patterns and Anomalies<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410922[]' id='answer-id-1592461' class='answer   answerof-410922 ' value='1592461'   \/><label for='answer-id-1592461' id='answer-label-1592461' class=' answer'><span>Recognition Pattern<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410922[]' id='answer-id-1592462' class='answer   answerof-410922 ' value='1592462'   \/><label for='answer-id-1592462' id='answer-label-1592462' class=' answer'><span>Predictive Analytics &amp; Decision Support<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-6' style=';'><div id='questionWrap-6'  class='   watupro-question-id-410923'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>6. <\/span>As an organization building an AI solution for your current customers based in NYC, but with possible plans for future expansion, how should you handle worldwide AI laws and regulations?<\/div><input type='hidden' name='question_id[]' id='qID_6' value='410923' \/><input type='hidden' id='answerType410923' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410923[]' id='answer-id-1592463' class='answer   answerof-410923 ' value='1592463'   \/><label for='answer-id-1592463' id='answer-label-1592463' class=' answer'><span>Make sure to follow relevant data, privacy, and other important laws both in the US and where you're likely to expand to in the coming year<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410923[]' id='answer-id-1592464' class='answer   answerof-410923 ' value='1592464'   \/><label for='answer-id-1592464' id='answer-label-1592464' class=' answer'><span>Make sure to follow relevant data, privacy, and other important laws as it pertains to NYC<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410923[]' id='answer-id-1592465' class='answer   answerof-410923 ' value='1592465'   \/><label for='answer-id-1592465' id='answer-label-1592465' class=' answer'><span>Make sure to follow relevant data, privacy, and other important laws as it pertains to the United \r\nStates<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410923[]' id='answer-id-1592466' class='answer   answerof-410923 ' value='1592466'   \/><label for='answer-id-1592466' id='answer-label-1592466' class=' answer'><span>You're too small of an organization to be worried about laws at the moment<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-7' style=';'><div id='questionWrap-7'  class='   watupro-question-id-410924'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>7. <\/span>Your team is starting a new facial recognition project and you want to ensure that the project is being done with Trustworthy AI in mind. <br \/>\r<br>At what phase of CPMAI would Trustworthy AI be considered?<\/div><input type='hidden' name='question_id[]' id='qID_7' value='410924' \/><input type='hidden' id='answerType410924' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592467' class='answer   answerof-410924 ' value='1592467'   \/><label for='answer-id-1592467' id='answer-label-1592467' class=' answer'><span>Phase I<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592468' class='answer   answerof-410924 ' value='1592468'   \/><label for='answer-id-1592468' id='answer-label-1592468' class=' answer'><span>Phase II<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592469' class='answer   answerof-410924 ' value='1592469'   \/><label for='answer-id-1592469' id='answer-label-1592469' class=' answer'><span>Phase III<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592470' class='answer   answerof-410924 ' value='1592470'   \/><label for='answer-id-1592470' id='answer-label-1592470' class=' answer'><span>Phase IV<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592471' class='answer   answerof-410924 ' value='1592471'   \/><label for='answer-id-1592471' id='answer-label-1592471' class=' answer'><span>Phase V<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592472' class='answer   answerof-410924 ' value='1592472'   \/><label for='answer-id-1592472' id='answer-label-1592472' class=' answer'><span>Phase VI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592473' class='answer   answerof-410924 ' value='1592473'   \/><label for='answer-id-1592473' id='answer-label-1592473' class=' answer'><span>All phases<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410924[]' id='answer-id-1592474' class='answer   answerof-410924 ' value='1592474'   \/><label for='answer-id-1592474' id='answer-label-1592474' class=' answer'><span>None of the phases<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-8' style=';'><div id='questionWrap-8'  class='   watupro-question-id-410925'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>8. <\/span>You recently completed an image recognition project at your company that was focused on <br \/>\r<br>identifying different types of cars. You have now been assigned a new image recognition project that <br \/>\r<br>is focused on identifying different types of animals. You know you can shortcut model development <br \/>\r<br>by using a specific technique. <br \/>\r<br>What is this technique called?<\/div><input type='hidden' name='question_id[]' id='qID_8' value='410925' \/><input type='hidden' id='answerType410925' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410925[]' id='answer-id-1592475' class='answer   answerof-410925 ' value='1592475'   \/><label for='answer-id-1592475' id='answer-label-1592475' class=' answer'><span>Reinforcement Learning<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410925[]' id='answer-id-1592476' class='answer   answerof-410925 ' value='1592476'   \/><label for='answer-id-1592476' id='answer-label-1592476' class=' answer'><span>Generative AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410925[]' id='answer-id-1592477' class='answer   answerof-410925 ' value='1592477'   \/><label for='answer-id-1592477' id='answer-label-1592477' class=' answer'><span>Transfer Learning<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410925[]' id='answer-id-1592478' class='answer   answerof-410925 ' value='1592478'   \/><label for='answer-id-1592478' id='answer-label-1592478' class=' answer'><span>Pre-Trained Models<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-9' style=';'><div id='questionWrap-9'  class='   watupro-question-id-410926'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>9. <\/span>You're working with an inexperienced team and this is all their first AI project. You're trying to work on a supervised learning binary classification problem to determine if emails are spam or not. <br \/>\r<br>What is the best approach for this project?<\/div><input type='hidden' name='question_id[]' id='qID_9' value='410926' \/><input type='hidden' id='answerType410926' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410926[]' id='answer-id-1592479' class='answer   answerof-410926 ' value='1592479'   \/><label for='answer-id-1592479' id='answer-label-1592479' class=' answer'><span>Pick a simple algorithm such as naive bayes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410926[]' id='answer-id-1592480' class='answer   answerof-410926 ' value='1592480'   \/><label for='answer-id-1592480' id='answer-label-1592480' class=' answer'><span>Pick a neural network algorithm since you know this works well for supervised learning approaches<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410926[]' id='answer-id-1592481' class='answer   answerof-410926 ' value='1592481'   \/><label for='answer-id-1592481' id='answer-label-1592481' class=' answer'><span>Pick an ensemble method since you're not sure which algorithm will perform best<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410926[]' id='answer-id-1592482' class='answer   answerof-410926 ' value='1592482'   \/><label for='answer-id-1592482' id='answer-label-1592482' class=' answer'><span>Pick a simple algorithm such as Gaussian mixture<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-10' style=';'><div id='questionWrap-10'  class='   watupro-question-id-410927'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>10. <\/span>Your team is working on an AI system to provide a more personalized experience for customers on your website. <br \/>\r<br>What should the team do in regard to determining the pattern of AI with regards to the ROI of the project?<\/div><input type='hidden' name='question_id[]' id='qID_10' value='410927' \/><input type='hidden' id='answerType410927' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410927[]' id='answer-id-1592483' class='answer   answerof-410927 ' value='1592483'   \/><label for='answer-id-1592483' id='answer-label-1592483' class=' answer'><span>First identify the AI pattern you want to use and then figure out the ROI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410927[]' id='answer-id-1592484' class='answer   answerof-410927 ' value='1592484'   \/><label for='answer-id-1592484' id='answer-label-1592484' class=' answer'><span>First determine the pattern of AI you want to use and then work with stakeholders to come up with ROI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410927[]' id='answer-id-1592485' class='answer   answerof-410927 ' value='1592485'   \/><label for='answer-id-1592485' id='answer-label-1592485' class=' answer'><span>First identify the objective you're trying to solve or the ROI you desire and then use that to figure out the correct pattern<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410927[]' id='answer-id-1592486' class='answer   answerof-410927 ' value='1592486'   \/><label for='answer-id-1592486' id='answer-label-1592486' class=' answer'><span>First talk to senior managers who set the ROI of the project<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-11' style=';'><div id='questionWrap-11'  class='   watupro-question-id-410928'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>11. <\/span>Clean, well-labeled datasets used for machine learning are partitioned into three subsets: Training sets, Validation sets, and Test sets. <br \/>\r<br>As your team is doing this, what's the best way to split up this data?<\/div><input type='hidden' name='question_id[]' id='qID_11' value='410928' \/><input type='hidden' id='answerType410928' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410928[]' id='answer-id-1592487' class='answer   answerof-410928 ' value='1592487'   \/><label for='answer-id-1592487' id='answer-label-1592487' class=' answer'><span>Split by patterned subsampling<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410928[]' id='answer-id-1592488' class='answer   answerof-410928 ' value='1592488'   \/><label for='answer-id-1592488' id='answer-label-1592488' class=' answer'><span>Split by random subsampling<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410928[]' id='answer-id-1592489' class='answer   answerof-410928 ' value='1592489'   \/><label for='answer-id-1592489' id='answer-label-1592489' class=' answer'><span>Use the same data for all sets<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410928[]' id='answer-id-1592490' class='answer   answerof-410928 ' value='1592490'   \/><label for='answer-id-1592490' id='answer-label-1592490' class=' answer'><span>Split by alphabetical order<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-12' style=';'><div id='questionWrap-12'  class='   watupro-question-id-410929'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>12. <\/span>You need to hire a data scientist to join your team. <br \/>\r<br>What skill sets should you be looking for when hiring and interviewing this person? (Select all that apply.)<\/div><input type='hidden' name='question_id[]' id='qID_12' value='410929' \/><input type='hidden' id='answerType410929' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410929[]' id='answer-id-1592491' class='answer   answerof-410929 ' value='1592491'   \/><label for='answer-id-1592491' id='answer-label-1592491' class=' answer'><span>Prompt engineering skills<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410929[]' id='answer-id-1592492' class='answer   answerof-410929 ' value='1592492'   \/><label for='answer-id-1592492' id='answer-label-1592492' class=' answer'><span>Understanding of tools and technologies for manipulating, collecting, and preparing large data sets<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410929[]' id='answer-id-1592493' class='answer   answerof-410929 ' value='1592493'   \/><label for='answer-id-1592493' id='answer-label-1592493' class=' answer'><span>Critical thinking skills<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410929[]' id='answer-id-1592494' class='answer   answerof-410929 ' value='1592494'   \/><label for='answer-id-1592494' id='answer-label-1592494' class=' answer'><span>Understanding of algorithms<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410929[]' id='answer-id-1592495' class='answer   answerof-410929 ' value='1592495'   \/><label for='answer-id-1592495' id='answer-label-1592495' class=' answer'><span>Automation skills, especially around creating RPA bots<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410929[]' id='answer-id-1592496' class='answer   answerof-410929 ' value='1592496'   \/><label for='answer-id-1592496' id='answer-label-1592496' class=' answer'><span>Strong math skills, especially in calculus and statistics<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-13' style=';'><div id='questionWrap-13'  class='   watupro-question-id-410930'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>13. <\/span>Creating machine learning models can be complicated. Your team wants to use tools called Automated Machine Learning (AutoML) to simplify the process. You know of another team that has used AutoML tools and it's saved the team a lot of time. <br \/>\r<br>However, what's the one area you should not have the AutoML tool help with?<\/div><input type='hidden' name='question_id[]' id='qID_13' value='410930' \/><input type='hidden' id='answerType410930' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410930[]' id='answer-id-1592497' class='answer   answerof-410930 ' value='1592497'   \/><label for='answer-id-1592497' id='answer-label-1592497' class=' answer'><span>Automatic model assessment<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410930[]' id='answer-id-1592498' class='answer   answerof-410930 ' value='1592498'   \/><label for='answer-id-1592498' id='answer-label-1592498' class=' answer'><span>Iterative modeling and evaluation<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410930[]' id='answer-id-1592499' class='answer   answerof-410930 ' value='1592499'   \/><label for='answer-id-1592499' id='answer-label-1592499' class=' answer'><span>Automatic hyperparameter tuning<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410930[]' id='answer-id-1592500' class='answer   answerof-410930 ' value='1592500'   \/><label for='answer-id-1592500' id='answer-label-1592500' class=' answer'><span>Automatic model selection<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410930[]' id='answer-id-1592501' class='answer   answerof-410930 ' value='1592501'   \/><label for='answer-id-1592501' id='answer-label-1592501' class=' answer'><span>Automatic algorithm selection<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-14' style=';'><div id='questionWrap-14'  class='   watupro-question-id-410931'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>14. <\/span>One of the key elements of a data-centric methodology is the data requirements phase. During CPMAI Phase II, several unexpected issues have developed and are now threatening the data collection efforts. <br \/>\r<br>What course of action might make the issue worse?<\/div><input type='hidden' name='question_id[]' id='qID_14' value='410931' \/><input type='hidden' id='answerType410931' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410931[]' id='answer-id-1592502' class='answer   answerof-410931 ' value='1592502'   \/><label for='answer-id-1592502' id='answer-label-1592502' class=' answer'><span>See if you can expand the scope to continue with the project<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410931[]' id='answer-id-1592503' class='answer   answerof-410931 ' value='1592503'   \/><label for='answer-id-1592503' id='answer-label-1592503' class=' answer'><span>See if you already have access to enough data to continue with the project<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410931[]' id='answer-id-1592504' class='answer   answerof-410931 ' value='1592504'   \/><label for='answer-id-1592504' id='answer-label-1592504' class=' answer'><span>See if you can adjust the scope of this interaction to continue with the project<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410931[]' id='answer-id-1592505' class='answer   answerof-410931 ' value='1592505'   \/><label for='answer-id-1592505' id='answer-label-1592505' class=' answer'><span>See if you can purchase the data needed to continue with the project<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-15' style=';'><div id='questionWrap-15'  class='   watupro-question-id-410932'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>15. <\/span>You're testing your model and it is overly sensitive to the fluctuations of data and having trouble generalizing. <br \/>\r<br>What type of problem is this?<\/div><input type='hidden' name='question_id[]' id='qID_15' value='410932' \/><input type='hidden' id='answerType410932' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410932[]' id='answer-id-1592506' class='answer   answerof-410932 ' value='1592506'   \/><label for='answer-id-1592506' id='answer-label-1592506' class=' answer'><span>You are underfitting the data<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410932[]' id='answer-id-1592507' class='answer   answerof-410932 ' value='1592507'   \/><label for='answer-id-1592507' id='answer-label-1592507' class=' answer'><span>You are overfitting the data<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410932[]' id='answer-id-1592508' class='answer   answerof-410932 ' value='1592508'   \/><label for='answer-id-1592508' id='answer-label-1592508' class=' answer'><span>You have selected the wrong algorithm<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410932[]' id='answer-id-1592509' class='answer   answerof-410932 ' value='1592509'   \/><label for='answer-id-1592509' id='answer-label-1592509' class=' answer'><span>You have selected the wrong data<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-16' style=';'><div id='questionWrap-16'  class='   watupro-question-id-410933'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>16. <\/span>Major factors for the project you are currently working on is around the training time, cost, and complexity of training your models. <br \/>\r<br>Which algorithm is not the best choice given these constraints?<\/div><input type='hidden' name='question_id[]' id='qID_16' value='410933' \/><input type='hidden' id='answerType410933' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410933[]' id='answer-id-1592510' class='answer   answerof-410933 ' value='1592510'   \/><label for='answer-id-1592510' id='answer-label-1592510' class=' answer'><span>Support Vector Machines (SVM)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410933[]' id='answer-id-1592511' class='answer   answerof-410933 ' value='1592511'   \/><label for='answer-id-1592511' id='answer-label-1592511' class=' answer'><span>Neural Networks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410933[]' id='answer-id-1592512' class='answer   answerof-410933 ' value='1592512'   \/><label for='answer-id-1592512' id='answer-label-1592512' class=' answer'><span>Naive Bayes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410933[]' id='answer-id-1592513' class='answer   answerof-410933 ' value='1592513'   \/><label for='answer-id-1592513' id='answer-label-1592513' class=' answer'><span>Gaussian Mixture<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-17' style=';'><div id='questionWrap-17'  class='   watupro-question-id-410934'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>17. <\/span>Your team is testing the NLP model they just created to make sure it's performing as expected. Some of your team members want to move this model to production and move to the next iteration. <br \/>\r<br>What's wrong with this workflow?<\/div><input type='hidden' name='question_id[]' id='qID_17' value='410934' \/><input type='hidden' id='answerType410934' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410934[]' id='answer-id-1592514' class='answer   answerof-410934 ' value='1592514'   \/><label for='answer-id-1592514' id='answer-label-1592514' class=' answer'><span>You need to make sure the AI Go\/No Go questions have been addressed<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410934[]' id='answer-id-1592515' class='answer   answerof-410934 ' value='1592515'   \/><label for='answer-id-1592515' id='answer-label-1592515' class=' answer'><span>Nothing is wrong with this workflow. You can move to the next iteration<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410934[]' id='answer-id-1592516' class='answer   answerof-410934 ' value='1592516'   \/><label for='answer-id-1592516' id='answer-label-1592516' class=' answer'><span>Team members should not be able to move to new projects until senior management signs off<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410934[]' id='answer-id-1592517' class='answer   answerof-410934 ' value='1592517'   \/><label for='answer-id-1592517' id='answer-label-1592517' class=' answer'><span>Model Evaluation requires continuous model evaluation, retraining, and operationalization<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-18' style=';'><div id='questionWrap-18'  class='   watupro-question-id-410935'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>18. <\/span>Your team is looking to develop an RPA bot to help with back-office processes such as data entry. <br \/>\r<br>What type of bot should your team be creating?<\/div><input type='hidden' name='question_id[]' id='qID_18' value='410935' \/><input type='hidden' id='answerType410935' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410935[]' id='answer-id-1592518' class='answer   answerof-410935 ' value='1592518'   \/><label for='answer-id-1592518' id='answer-label-1592518' class=' answer'><span>Unattended bot<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410935[]' id='answer-id-1592519' class='answer   answerof-410935 ' value='1592519'   \/><label for='answer-id-1592519' id='answer-label-1592519' class=' answer'><span>Business Process Outsourcing<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410935[]' id='answer-id-1592520' class='answer   answerof-410935 ' value='1592520'   \/><label for='answer-id-1592520' id='answer-label-1592520' class=' answer'><span>Attended bot<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410935[]' id='answer-id-1592521' class='answer   answerof-410935 ' value='1592521'   \/><label for='answer-id-1592521' id='answer-label-1592521' class=' answer'><span>RPA is not the right solution to this problem<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-19' style=';'><div id='questionWrap-19'  class='   watupro-question-id-410936'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>19. <\/span>The growth of Big Data has led to a desire to be able to do more to process and extract more value from Big Data. Simply storing data and providing analytics is no longer enough anymore to remain competitive. <br \/>\r<br>To keep your organization competitive, you need to:<\/div><input type='hidden' name='question_id[]' id='qID_19' value='410936' \/><input type='hidden' id='answerType410936' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410936[]' id='answer-id-1592522' class='answer   answerof-410936 ' value='1592522'   \/><label for='answer-id-1592522' id='answer-label-1592522' class=' answer'><span>Make sure the technical team has deep understanding of big data and how best to extract value from big data to unleash it for competitive advantage.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410936[]' id='answer-id-1592523' class='answer   answerof-410936 ' value='1592523'   \/><label for='answer-id-1592523' id='answer-label-1592523' class=' answer'><span>Make sure senior management has deep understanding of big data and how best to extract value from big data to unleash it for competitive advantage.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410936[]' id='answer-id-1592524' class='answer   answerof-410936 ' value='1592524'   \/><label for='answer-id-1592524' id='answer-label-1592524' class=' answer'><span>Make sure all senior leadership is data literate, understands the Vs of big data, data's connections to your specific team, and how to extract value from big data to unleash it for competitive advantage.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410936[]' id='answer-id-1592525' class='answer   answerof-410936 ' value='1592525'   \/><label for='answer-id-1592525' id='answer-label-1592525' class=' answer'><span>Make sure everyone on the team has an understanding of data, its connections to the organization, and how to extract value from big data to unleash it for competitive advantage.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-20' style=';'><div id='questionWrap-20'  class='   watupro-question-id-410937'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>20. <\/span>During CPMAI Phase II, it's important to not only understand the sources of your data but also what data is required for training as well as identifying the features that are required. <br \/>\r<br>When looking to gather data, what approach is best when determining how much data you need?<\/div><input type='hidden' name='question_id[]' id='qID_20' value='410937' \/><input type='hidden' id='answerType410937' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410937[]' id='answer-id-1592526' class='answer   answerof-410937 ' value='1592526'   \/><label for='answer-id-1592526' id='answer-label-1592526' class=' answer'><span>The &quot;Goldilocks&quot; approach<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410937[]' id='answer-id-1592527' class='answer   answerof-410937 ' value='1592527'   \/><label for='answer-id-1592527' id='answer-label-1592527' class=' answer'><span>The &quot;less is better&quot; approach<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410937[]' id='answer-id-1592528' class='answer   answerof-410937 ' value='1592528'   \/><label for='answer-id-1592528' id='answer-label-1592528' class=' answer'><span>The &quot;more is better&quot; approach<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410937[]' id='answer-id-1592529' class='answer   answerof-410937 ' value='1592529'   \/><label for='answer-id-1592529' id='answer-label-1592529' class=' answer'><span>There is no correct approach<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-21' style=';'><div id='questionWrap-21'  class='   watupro-question-id-410938'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>21. <\/span>Your team is looking for a short term ROI project and decides that an AI-enabled chatbot will be the <br \/>\r<br>project to start with. During Phase I of CPMAI you go through the AI Go\/No Go decision chart and <br \/>\r<br>realize that you have not answered yes to all the business feasibility questions. You and the team <br \/>\r<br>have not determined a clear problem definition. <br \/>\r<br>What's the best course of action with how to proceed?<\/div><input type='hidden' name='question_id[]' id='qID_21' value='410938' \/><input type='hidden' id='answerType410938' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410938[]' id='answer-id-1592530' class='answer   answerof-410938 ' value='1592530'   \/><label for='answer-id-1592530' id='answer-label-1592530' class=' answer'><span>Do not move forward and cancel the project altogether.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410938[]' id='answer-id-1592531' class='answer   answerof-410938 ' value='1592531'   \/><label for='answer-id-1592531' id='answer-label-1592531' class=' answer'><span>Cautiously move forward as planned. You do not need to answer yes to all the questions in the AI Go\/No Go decision chart to start your project.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410938[]' id='answer-id-1592532' class='answer   answerof-410938 ' value='1592532'   \/><label for='answer-id-1592532' id='answer-label-1592532' class=' answer'><span>Do not move forward until you can determine a clear problem definition.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410938[]' id='answer-id-1592533' class='answer   answerof-410938 ' value='1592533'   \/><label for='answer-id-1592533' id='answer-label-1592533' class=' answer'><span>Move forward with the project as planned. The problem definition will become clear later on in \r\nthe project.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-22' style=';'><div id='questionWrap-22'  class='   watupro-question-id-410939'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>22. <\/span>Your model is going to be used for continuous monitoring of machinery, with need for continuous, instant model predictions. <br \/>\r<br>What's the most appropriate Model Operationalization approach?<\/div><input type='hidden' name='question_id[]' id='qID_22' value='410939' \/><input type='hidden' id='answerType410939' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410939[]' id='answer-id-1592534' class='answer   answerof-410939 ' value='1592534'   \/><label for='answer-id-1592534' id='answer-label-1592534' class=' answer'><span>Real-time prediction<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410939[]' id='answer-id-1592535' class='answer   answerof-410939 ' value='1592535'   \/><label for='answer-id-1592535' id='answer-label-1592535' class=' answer'><span>Web service \/ Microservice<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410939[]' id='answer-id-1592536' class='answer   answerof-410939 ' value='1592536'   \/><label for='answer-id-1592536' id='answer-label-1592536' class=' answer'><span>Batch prediction<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410939[]' id='answer-id-1592537' class='answer   answerof-410939 ' value='1592537'   \/><label for='answer-id-1592537' id='answer-label-1592537' class=' answer'><span>Stream learning<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-23' style=';'><div id='questionWrap-23'  class='   watupro-question-id-410940'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>23. <\/span>In what way would you be using Generative AI if you used the results of the Generative AI solution to improve and accelerate your job?<\/div><input type='hidden' name='question_id[]' id='qID_23' value='410940' \/><input type='hidden' id='answerType410940' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410940[]' id='answer-id-1592538' class='answer   answerof-410940 ' value='1592538'   \/><label for='answer-id-1592538' id='answer-label-1592538' class=' answer'><span>Used for Hyperpersonalization<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410940[]' id='answer-id-1592539' class='answer   answerof-410940 ' value='1592539'   \/><label for='answer-id-1592539' id='answer-label-1592539' class=' answer'><span>As an autonomous system removing the human from the loop<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410940[]' id='answer-id-1592540' class='answer   answerof-410940 ' value='1592540'   \/><label for='answer-id-1592540' id='answer-label-1592540' class=' answer'><span>As an Augmented Intelligence system<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410940[]' id='answer-id-1592541' class='answer   answerof-410940 ' value='1592541'   \/><label for='answer-id-1592541' id='answer-label-1592541' class=' answer'><span>As a programmatic approach for automation<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-24' style=';'><div id='questionWrap-24'  class='   watupro-question-id-410941'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>24. <\/span>Your team is working on a new facial recognition application. Since this technology has the potential to be mis-used you think it's important to set guidelines for the proper use of this application and you want to make sure the AI system is built for some positive purpose. <br \/>\r<br>What area of Trustworthy AI does this best fall under?<\/div><input type='hidden' name='question_id[]' id='qID_24' value='410941' \/><input type='hidden' id='answerType410941' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410941[]' id='answer-id-1592542' class='answer   answerof-410941 ' value='1592542'   \/><label for='answer-id-1592542' id='answer-label-1592542' class=' answer'><span>Transparent AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410941[]' id='answer-id-1592543' class='answer   answerof-410941 ' value='1592543'   \/><label for='answer-id-1592543' id='answer-label-1592543' class=' answer'><span>Governed AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410941[]' id='answer-id-1592544' class='answer   answerof-410941 ' value='1592544'   \/><label for='answer-id-1592544' id='answer-label-1592544' class=' answer'><span>Responsible AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410941[]' id='answer-id-1592545' class='answer   answerof-410941 ' value='1592545'   \/><label for='answer-id-1592545' id='answer-label-1592545' class=' answer'><span>Explainable AI<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-25' style=';'><div id='questionWrap-25'  class='   watupro-question-id-410942'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>25. <\/span>Recently your company has been getting a large number of spam emails and some employees have been clicking on these suspicious emails causing a headache for IT. The head of IT wants to create a more robust spam filter and your team has been tasked with this project. <br \/>\r<br>What type of algorithm would you select for this problem?<\/div><input type='hidden' name='question_id[]' id='qID_25' value='410942' \/><input type='hidden' id='answerType410942' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410942[]' id='answer-id-1592546' class='answer   answerof-410942 ' value='1592546'   \/><label for='answer-id-1592546' id='answer-label-1592546' class=' answer'><span>Clustering<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410942[]' id='answer-id-1592547' class='answer   answerof-410942 ' value='1592547'   \/><label for='answer-id-1592547' id='answer-label-1592547' class=' answer'><span>Regression<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410942[]' id='answer-id-1592548' class='answer   answerof-410942 ' value='1592548'   \/><label for='answer-id-1592548' id='answer-label-1592548' class=' answer'><span>Binary (or Binomial) Classification<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410942[]' id='answer-id-1592549' class='answer   answerof-410942 ' value='1592549'   \/><label for='answer-id-1592549' id='answer-label-1592549' class=' answer'><span>Multiclass Classification<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-26' style=';'><div id='questionWrap-26'  class='   watupro-question-id-410943'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>26. <\/span>When building your model you need to make sure you're not only checking for performance and making sure the model is giving the expected results. You also need to make sure the model is accomplishing the business objective. <br \/>\r<br>At what phase of CPMAI is this most appropriate to do this?<\/div><input type='hidden' name='question_id[]' id='qID_26' value='410943' \/><input type='hidden' id='answerType410943' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410943[]' id='answer-id-1592550' class='answer   answerof-410943 ' value='1592550'   \/><label for='answer-id-1592550' id='answer-label-1592550' class=' answer'><span>Phase IV<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410943[]' id='answer-id-1592551' class='answer   answerof-410943 ' value='1592551'   \/><label for='answer-id-1592551' id='answer-label-1592551' class=' answer'><span>Phase I<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410943[]' id='answer-id-1592552' class='answer   answerof-410943 ' value='1592552'   \/><label for='answer-id-1592552' id='answer-label-1592552' class=' answer'><span>Phase II<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410943[]' id='answer-id-1592553' class='answer   answerof-410943 ' value='1592553'   \/><label for='answer-id-1592553' id='answer-label-1592553' class=' answer'><span>Phase VI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410943[]' id='answer-id-1592554' class='answer   answerof-410943 ' value='1592554'   \/><label for='answer-id-1592554' id='answer-label-1592554' class=' answer'><span>Phase III<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410943[]' id='answer-id-1592555' class='answer   answerof-410943 ' value='1592555'   \/><label for='answer-id-1592555' id='answer-label-1592555' class=' answer'><span>Phase V<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-27' style=';'><div id='questionWrap-27'  class='   watupro-question-id-410944'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>27. <\/span>Your team is working on an image recognition system to help identify plants. They have collected a large amount of data but need to get this data labeled. <br \/>\r<br>Which phase of CPMAI is this done?<\/div><input type='hidden' name='question_id[]' id='qID_27' value='410944' \/><input type='hidden' id='answerType410944' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410944[]' id='answer-id-1592556' class='answer   answerof-410944 ' value='1592556'   \/><label for='answer-id-1592556' id='answer-label-1592556' class=' answer'><span>Phase I<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410944[]' id='answer-id-1592557' class='answer   answerof-410944 ' value='1592557'   \/><label for='answer-id-1592557' id='answer-label-1592557' class=' answer'><span>Phase II<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410944[]' id='answer-id-1592558' class='answer   answerof-410944 ' value='1592558'   \/><label for='answer-id-1592558' id='answer-label-1592558' class=' answer'><span>Phase III<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410944[]' id='answer-id-1592559' class='answer   answerof-410944 ' value='1592559'   \/><label for='answer-id-1592559' id='answer-label-1592559' class=' answer'><span>Phase IV<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410944[]' id='answer-id-1592560' class='answer   answerof-410944 ' value='1592560'   \/><label for='answer-id-1592560' id='answer-label-1592560' class=' answer'><span>Phase V<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410944[]' id='answer-id-1592561' class='answer   answerof-410944 ' value='1592561'   \/><label for='answer-id-1592561' id='answer-label-1592561' class=' answer'><span>Phase VI<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-28' style=';'><div id='questionWrap-28'  class='   watupro-question-id-410945'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>28. <\/span>You're looking to take an image and have a Generative AI solution generate additional content beyond the bounds of the current image size. <br \/>\r<br>What Generative AI approach can you use?<\/div><input type='hidden' name='question_id[]' id='qID_28' value='410945' \/><input type='hidden' id='answerType410945' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410945[]' id='answer-id-1592562' class='answer   answerof-410945 ' value='1592562'   \/><label for='answer-id-1592562' id='answer-label-1592562' class=' answer'><span>Prompt engineering for new image generation<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410945[]' id='answer-id-1592563' class='answer   answerof-410945 ' value='1592563'   \/><label for='answer-id-1592563' id='answer-label-1592563' class=' answer'><span>Use of inpainting to replace image components<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410945[]' id='answer-id-1592564' class='answer   answerof-410945 ' value='1592564'   \/><label for='answer-id-1592564' id='answer-label-1592564' class=' answer'><span>Use of super-resolution to enhance the existing image<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410945[]' id='answer-id-1592565' class='answer   answerof-410945 ' value='1592565'   \/><label for='answer-id-1592565' id='answer-label-1592565' class=' answer'><span>Use of Generative Outpainting<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-29' style=';'><div id='questionWrap-29'  class='   watupro-question-id-410946'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>29. <\/span>You want to make sure that in your HR hiring system that applicants have the ability to contest the result. In what layer of the Trustworthy AI framework do we address this need?<\/div><input type='hidden' name='question_id[]' id='qID_29' value='410946' \/><input type='hidden' id='answerType410946' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410946[]' id='answer-id-1592566' class='answer   answerof-410946 ' value='1592566'   \/><label for='answer-id-1592566' id='answer-label-1592566' class=' answer'><span>Responsible AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410946[]' id='answer-id-1592567' class='answer   answerof-410946 ' value='1592567'   \/><label for='answer-id-1592567' id='answer-label-1592567' class=' answer'><span>Ethical AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410946[]' id='answer-id-1592568' class='answer   answerof-410946 ' value='1592568'   \/><label for='answer-id-1592568' id='answer-label-1592568' class=' answer'><span>Transparent AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410946[]' id='answer-id-1592569' class='answer   answerof-410946 ' value='1592569'   \/><label for='answer-id-1592569' id='answer-label-1592569' class=' answer'><span>Explainable AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410946[]' id='answer-id-1592570' class='answer   answerof-410946 ' value='1592570'   \/><label for='answer-id-1592570' id='answer-label-1592570' class=' answer'><span>Governed AI<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-30' style=';'><div id='questionWrap-30'  class='   watupro-question-id-410947'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>30. <\/span>Your company is insisting on running an automation project and applying AI best practices and methodologies to the project. You understand that automating things is just the act of using machines to repeat tasks, and does not require AI to achieve results. You think it is overkill but the project moves forward as planned. <br \/>\r<br>What would likely have helped avoid this conflict?<\/div><input type='hidden' name='question_id[]' id='qID_30' value='410947' \/><input type='hidden' id='answerType410947' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410947[]' id='answer-id-1592571' class='answer   answerof-410947 ' value='1592571'   \/><label for='answer-id-1592571' id='answer-label-1592571' class=' answer'><span>Nothing - running automation projects like autonomous projects is the correct thing to do.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410947[]' id='answer-id-1592572' class='answer   answerof-410947 ' value='1592572'   \/><label for='answer-id-1592572' id='answer-label-1592572' class=' answer'><span>Everyone on the team should understand the differences between automation and autonomous systems.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410947[]' id='answer-id-1592573' class='answer   answerof-410947 ' value='1592573'   \/><label for='answer-id-1592573' id='answer-label-1592573' class=' answer'><span>Senior management should become involved in the project.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410947[]' id='answer-id-1592574' class='answer   answerof-410947 ' value='1592574'   \/><label for='answer-id-1592574' id='answer-label-1592574' class=' answer'><span>Applying a hybrid approach of automation and AI best practices would have achieved better results.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-31' style=';'><div id='questionWrap-31'  class='   watupro-question-id-410948'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>31. <\/span>You're being told by upper management that you need to manage a new AI project. You need to determine the AI project fit to make sure you're actually solving a real business problem. <br \/>\r<br>During phase I: Business Understanding, you should consider at least one of the following (Select all that apply):<\/div><input type='hidden' name='question_id[]' id='qID_31' value='410948' \/><input type='hidden' id='answerType410948' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410948[]' id='answer-id-1592575' class='answer   answerof-410948 ' value='1592575'   \/><label for='answer-id-1592575' id='answer-label-1592575' class=' answer'><span>Explores a proof of concept for an AI project<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410948[]' id='answer-id-1592576' class='answer   answerof-410948 ' value='1592576'   \/><label for='answer-id-1592576' id='answer-label-1592576' class=' answer'><span>Enhance revenue<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410948[]' id='answer-id-1592577' class='answer   answerof-410948 ' value='1592577'   \/><label for='answer-id-1592577' id='answer-label-1592577' class=' answer'><span>Solves a previously unsolved problem<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410948[]' id='answer-id-1592578' class='answer   answerof-410948 ' value='1592578'   \/><label for='answer-id-1592578' id='answer-label-1592578' class=' answer'><span>Improve company competitiveness in the market<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410948[]' id='answer-id-1592579' class='answer   answerof-410948 ' value='1592579'   \/><label for='answer-id-1592579' id='answer-label-1592579' class=' answer'><span>Has the &quot;cool&quot; factor<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410948[]' id='answer-id-1592580' class='answer   answerof-410948 ' value='1592580'   \/><label for='answer-id-1592580' id='answer-label-1592580' class=' answer'><span>Solves an already solved problem but does it better and cheaper<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-32' style=';'><div id='questionWrap-32'  class='   watupro-question-id-410949'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>32. <\/span>You're working on a computer vision application and realize that you do not have enough real world data for the project. You need additional data created to support your training needs. Specifically, the images you need are of people in different poses. <br \/>\r<br>What is the best way to obtain this data?<\/div><input type='hidden' name='question_id[]' id='qID_32' value='410949' \/><input type='hidden' id='answerType410949' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410949[]' id='answer-id-1592581' class='answer   answerof-410949 ' value='1592581'   \/><label for='answer-id-1592581' id='answer-label-1592581' class=' answer'><span>Make use of this data by having employees pose in the positions required<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410949[]' id='answer-id-1592582' class='answer   answerof-410949 ' value='1592582'   \/><label for='answer-id-1592582' id='answer-label-1592582' class=' answer'><span>Make use of data from different departments<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410949[]' id='answer-id-1592583' class='answer   answerof-410949 ' value='1592583'   \/><label for='answer-id-1592583' id='answer-label-1592583' class=' answer'><span>Make use of this data from surveillance footage<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410949[]' id='answer-id-1592584' class='answer   answerof-410949 ' value='1592584'   \/><label for='answer-id-1592584' id='answer-label-1592584' class=' answer'><span>Make use of Synthetic Training Data<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-33' style=';'><div id='questionWrap-33'  class='   watupro-question-id-410950'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>33. <\/span>You have been brought on to manage a recognition project, specifically an image recognition project, for an Autonomous Retail application. You know that you need to make sure you have sufficient data for this project. <br \/>\r<br>What's the best way to approach this?<\/div><input type='hidden' name='question_id[]' id='qID_33' value='410950' \/><input type='hidden' id='answerType410950' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410950[]' id='answer-id-1592585' class='answer   answerof-410950 ' value='1592585'   \/><label for='answer-id-1592585' id='answer-label-1592585' class=' answer'><span>Take all the data your company has as well as purchase additional external data<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410950[]' id='answer-id-1592586' class='answer   answerof-410950 ' value='1592586'   \/><label for='answer-id-1592586' id='answer-label-1592586' class=' answer'><span>Take inventory of all data your company has and use the relevant data<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410950[]' id='answer-id-1592587' class='answer   answerof-410950 ' value='1592587'   \/><label for='answer-id-1592587' id='answer-label-1592587' class=' answer'><span>Take all the existing data you have and apply it to this project<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410950[]' id='answer-id-1592588' class='answer   answerof-410950 ' value='1592588'   \/><label for='answer-id-1592588' id='answer-label-1592588' class=' answer'><span>Take inventory of all data your team has and use the relevant data<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-34' style=';'><div id='questionWrap-34'  class='   watupro-question-id-410951'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>34. <\/span>You're creating an AI-enabled chatbot that is going to access user data. <br \/>\r<br>What areas related to data governance do you need to make sure you're addressing? (Select all that apply.)<\/div><input type='hidden' name='question_id[]' id='qID_34' value='410951' \/><input type='hidden' id='answerType410951' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592589' class='answer   answerof-410951 ' value='1592589'   \/><label for='answer-id-1592589' id='answer-label-1592589' class=' answer'><span>Data Sharing challenges<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592590' class='answer   answerof-410951 ' value='1592590'   \/><label for='answer-id-1592590' id='answer-label-1592590' class=' answer'><span>Privacy Risks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592591' class='answer   answerof-410951 ' value='1592591'   \/><label for='answer-id-1592591' id='answer-label-1592591' class=' answer'><span>Data Quantity Issues<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592592' class='answer   answerof-410951 ' value='1592592'   \/><label for='answer-id-1592592' id='answer-label-1592592' class=' answer'><span>Change Management Issues<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592593' class='answer   answerof-410951 ' value='1592593'   \/><label for='answer-id-1592593' id='answer-label-1592593' class=' answer'><span>Security Risks<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592594' class='answer   answerof-410951 ' value='1592594'   \/><label for='answer-id-1592594' id='answer-label-1592594' class=' answer'><span>Data Quality Issues<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410951[]' id='answer-id-1592595' class='answer   answerof-410951 ' value='1592595'   \/><label for='answer-id-1592595' id='answer-label-1592595' class=' answer'><span>Business Risks<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-35' style=';'><div id='questionWrap-35'  class='   watupro-question-id-410952'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>35. <\/span>Use cognitive technologies\/AI when you can't code the rules or you can't scale easily with people or automation. <br \/>\r<br>As a good rule of thumb when deciding if AI is right for the project you should:<\/div><input type='hidden' name='question_id[]' id='qID_35' value='410952' \/><input type='hidden' id='answerType410952' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410952[]' id='answer-id-1592596' class='answer   answerof-410952 ' value='1592596'   \/><label for='answer-id-1592596' id='answer-label-1592596' class=' answer'><span>Decide if it's a statistics pattern. If it's statistical then go with the AI project.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410952[]' id='answer-id-1592597' class='answer   answerof-410952 ' value='1592597'   \/><label for='answer-id-1592597' id='answer-label-1592597' class=' answer'><span>Decide if it's probabilistic or deterministic patterns. If it's deterministic then go with the AI project.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410952[]' id='answer-id-1592598' class='answer   answerof-410952 ' value='1592598'   \/><label for='answer-id-1592598' id='answer-label-1592598' class=' answer'><span>See if simple rules work. If yes, then pick the right AI solution to solve the problem.<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410952[]' id='answer-id-1592599' class='answer   answerof-410952 ' value='1592599'   \/><label for='answer-id-1592599' id='answer-label-1592599' class=' answer'><span>Decide if it's probabilistic or deterministic patterns. If it's probabilistic then go with the AI project.<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-36' style=';'><div id='questionWrap-36'  class='   watupro-question-id-410953'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>36. <\/span>Your team is tasked with selecting an algorithm for a supervised learning classification project. <br \/>\r<br>Which algorithm might you choose?<\/div><input type='hidden' name='question_id[]' id='qID_36' value='410953' \/><input type='hidden' id='answerType410953' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410953[]' id='answer-id-1592600' class='answer   answerof-410953 ' value='1592600'   \/><label for='answer-id-1592600' id='answer-label-1592600' class=' answer'><span>Gaussian mixture<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410953[]' id='answer-id-1592601' class='answer   answerof-410953 ' value='1592601'   \/><label for='answer-id-1592601' id='answer-label-1592601' class=' answer'><span>Q learning<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410953[]' id='answer-id-1592602' class='answer   answerof-410953 ' value='1592602'   \/><label for='answer-id-1592602' id='answer-label-1592602' class=' answer'><span>K-nearest neighbor<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410953[]' id='answer-id-1592603' class='answer   answerof-410953 ' value='1592603'   \/><label for='answer-id-1592603' id='answer-label-1592603' class=' answer'><span>K-means<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-37' style=';'><div id='questionWrap-37'  class='   watupro-question-id-410954'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>37. <\/span>When looking to implement AI to help break the Digital Transformation logjam, it's important to:<\/div><input type='hidden' name='question_id[]' id='qID_37' value='410954' \/><input type='hidden' id='answerType410954' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410954[]' id='answer-id-1592604' class='answer   answerof-410954 ' value='1592604'   \/><label for='answer-id-1592604' id='answer-label-1592604' class=' answer'><span>Have the right culture for AI<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410954[]' id='answer-id-1592605' class='answer   answerof-410954 ' value='1592605'   \/><label for='answer-id-1592605' id='answer-label-1592605' class=' answer'><span>Invest in technology solutions to solve the problem<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410954[]' id='answer-id-1592606' class='answer   answerof-410954 ' value='1592606'   \/><label for='answer-id-1592606' id='answer-label-1592606' class=' answer'><span>Figure out which pattern(s) of AI are needed to incorporate intelligent systems into non-digital processes<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410954[]' id='answer-id-1592607' class='answer   answerof-410954 ' value='1592607'   \/><label for='answer-id-1592607' id='answer-label-1592607' class=' answer'><span>Start with basic automation and introduce AI only as needed<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-38' style=';'><div id='questionWrap-38'  class='   watupro-question-id-410955'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>38. <\/span>You just joined a new company and they want to start their first AI project. Senior management thinks the best approach is to just buy AI from a vendor. You know that AI is something you do, not something you buy. <br \/>\r<br>What is your next best course of action to address this?<\/div><input type='hidden' name='question_id[]' id='qID_38' value='410955' \/><input type='hidden' id='answerType410955' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410955[]' id='answer-id-1592608' class='answer   answerof-410955 ' value='1592608'   \/><label for='answer-id-1592608' id='answer-label-1592608' class=' answer'><span>Share prior experiences with how your last team addressed this problem and how you solved it<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410955[]' id='answer-id-1592609' class='answer   answerof-410955 ' value='1592609'   \/><label for='answer-id-1592609' id='answer-label-1592609' class=' answer'><span>Help senior management do research on AI vendors<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410955[]' id='answer-id-1592610' class='answer   answerof-410955 ' value='1592610'   \/><label for='answer-id-1592610' id='answer-label-1592610' class=' answer'><span>Share prior experiences with how your last team addressed this problem and their data quality issues<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410955[]' id='answer-id-1592611' class='answer   answerof-410955 ' value='1592611'   \/><label for='answer-id-1592611' id='answer-label-1592611' class=' answer'><span>Say nothing and let the team figure it out for themselves<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-39' style=';'><div id='questionWrap-39'  class='   watupro-question-id-410956'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>39. <\/span>Your team is planning an AI-enabled chatbot project to help reduce call center load. They are currently determining if the project can get off the ground and working through the AI Go\/No Go feasibility questions. <br \/>\r<br>What stage of CPMAI is the team currently working on?<\/div><input type='hidden' name='question_id[]' id='qID_39' value='410956' \/><input type='hidden' id='answerType410956' value='radio'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410956[]' id='answer-id-1592612' class='answer   answerof-410956 ' value='1592612'   \/><label for='answer-id-1592612' id='answer-label-1592612' class=' answer'><span>Phase I<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410956[]' id='answer-id-1592613' class='answer   answerof-410956 ' value='1592613'   \/><label for='answer-id-1592613' id='answer-label-1592613' class=' answer'><span>Phase II<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410956[]' id='answer-id-1592614' class='answer   answerof-410956 ' value='1592614'   \/><label for='answer-id-1592614' id='answer-label-1592614' class=' answer'><span>Phase III<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410956[]' id='answer-id-1592615' class='answer   answerof-410956 ' value='1592615'   \/><label for='answer-id-1592615' id='answer-label-1592615' class=' answer'><span>Phase IV<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410956[]' id='answer-id-1592616' class='answer   answerof-410956 ' value='1592616'   \/><label for='answer-id-1592616' id='answer-label-1592616' class=' answer'><span>Phase V<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='radio' name='answer-410956[]' id='answer-id-1592617' class='answer   answerof-410956 ' value='1592617'   \/><label for='answer-id-1592617' id='answer-label-1592617' class=' answer'><span>Phase VI<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div class='watu-question ' id='question-40' style=';'><div id='questionWrap-40'  class='   watupro-question-id-410957'>\n\t\t\t<div class='question-content'><div><span class='watupro_num'>40. <\/span>Your organization wants to keep an eye on AI systems for Governance purposes. <br \/>\r<br>What are the most crucial things to consider? (Select all that apply.)<\/div><input type='hidden' name='question_id[]' id='qID_40' value='410957' \/><input type='hidden' id='answerType410957' value='checkbox'><!-- end question-content--><\/div><div class='question-choices watupro-choices-columns '><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592618' class='answer   answerof-410957 ' value='1592618'   \/><label for='answer-id-1592618' id='answer-label-1592618' class=' answer'><span>Vendor procurement methods<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592619' class='answer   answerof-410957 ' value='1592619'   \/><label for='answer-id-1592619' id='answer-label-1592619' class=' answer'><span>AI System testing requirements<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592620' class='answer   answerof-410957 ' value='1592620'   \/><label for='answer-id-1592620' id='answer-label-1592620' class=' answer'><span>Continuous System monitoring<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592621' class='answer   answerof-410957 ' value='1592621'   \/><label for='answer-id-1592621' id='answer-label-1592621' class=' answer'><span>Data source identification<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592622' class='answer   answerof-410957 ' value='1592622'   \/><label for='answer-id-1592622' id='answer-label-1592622' class=' answer'><span>Algorithm selection<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592623' class='answer   answerof-410957 ' value='1592623'   \/><label for='answer-id-1592623' id='answer-label-1592623' class=' answer'><span>Human chain of accountability<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592624' class='answer   answerof-410957 ' value='1592624'   \/><label for='answer-id-1592624' id='answer-label-1592624' class=' answer'><span>Key Performance Indicators (KPIs)<\/span><\/label><\/div><div class='watupro-question-choice  ' dir='auto' ><input type='checkbox' name='answer-410957[]' id='answer-id-1592625' class='answer   answerof-410957 ' value='1592625'   \/><label for='answer-id-1592625' id='answer-label-1592625' class=' answer'><span>ROI determination<\/span><\/label><\/div><!-- end question-choices--><\/div><!-- end questionWrap--><\/div><\/div><div style='display:none' id='question-41'>\n\t<div class='question-content'>\n\t\t<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/plugins\/watupro\/img\/loading.gif\" width=\"16\" height=\"16\" alt=\"Loading...\" title=\"Loading...\" \/>&nbsp;Loading...\t<\/div>\n<\/div>\n\n<br \/>\n\t\n\t\t\t<div class=\"watupro_buttons flex \" id=\"watuPROButtons10368\" >\n\t\t  <div id=\"prev-question\" style=\"display:none;\"><input type=\"button\" value=\"&lt; Previous\" onclick=\"WatuPRO.nextQuestion(event, 'previous');\"\/><\/div>\t\t  \t\t  \t\t   \n\t\t   \t  \t\t<div><input type=\"button\" name=\"action\" class=\"watupro-submit-button\" onclick=\"WatuPRO.submitResult(event)\" id=\"action-button\" value=\"View Results\"  \/>\n\t\t<\/div>\n\t\t<\/div>\n\t\t\n\t<input type=\"hidden\" name=\"quiz_id\" value=\"10368\" id=\"watuPROExamID\"\/>\n\t<input type=\"hidden\" name=\"start_time\" id=\"startTime\" value=\"2026-05-31 01:31:34\" \/>\n\t<input type=\"hidden\" name=\"start_timestamp\" id=\"startTimeStamp\" value=\"1780191094\" \/>\n\t<input type=\"hidden\" name=\"question_ids\" value=\"\" \/>\n\t<input type=\"hidden\" name=\"watupro_questions\" value=\"410918:1592441,1592442,1592443,1592444 | 410919:1592445,1592446,1592447,1592448,1592449,1592450 | 410920:1592451,1592452,1592453,1592454 | 410921:1592455,1592456,1592457,1592458 | 410922:1592459,1592460,1592461,1592462 | 410923:1592463,1592464,1592465,1592466 | 410924:1592467,1592468,1592469,1592470,1592471,1592472,1592473,1592474 | 410925:1592475,1592476,1592477,1592478 | 410926:1592479,1592480,1592481,1592482 | 410927:1592483,1592484,1592485,1592486 | 410928:1592487,1592488,1592489,1592490 | 410929:1592491,1592492,1592493,1592494,1592495,1592496 | 410930:1592497,1592498,1592499,1592500,1592501 | 410931:1592502,1592503,1592504,1592505 | 410932:1592506,1592507,1592508,1592509 | 410933:1592510,1592511,1592512,1592513 | 410934:1592514,1592515,1592516,1592517 | 410935:1592518,1592519,1592520,1592521 | 410936:1592522,1592523,1592524,1592525 | 410937:1592526,1592527,1592528,1592529 | 410938:1592530,1592531,1592532,1592533 | 410939:1592534,1592535,1592536,1592537 | 410940:1592538,1592539,1592540,1592541 | 410941:1592542,1592543,1592544,1592545 | 410942:1592546,1592547,1592548,1592549 | 410943:1592550,1592551,1592552,1592553,1592554,1592555 | 410944:1592556,1592557,1592558,1592559,1592560,1592561 | 410945:1592562,1592563,1592564,1592565 | 410946:1592566,1592567,1592568,1592569,1592570 | 410947:1592571,1592572,1592573,1592574 | 410948:1592575,1592576,1592577,1592578,1592579,1592580 | 410949:1592581,1592582,1592583,1592584 | 410950:1592585,1592586,1592587,1592588 | 410951:1592589,1592590,1592591,1592592,1592593,1592594,1592595 | 410952:1592596,1592597,1592598,1592599 | 410953:1592600,1592601,1592602,1592603 | 410954:1592604,1592605,1592606,1592607 | 410955:1592608,1592609,1592610,1592611 | 410956:1592612,1592613,1592614,1592615,1592616,1592617 | 410957:1592618,1592619,1592620,1592621,1592622,1592623,1592624,1592625\" \/>\n\t<input type=\"hidden\" name=\"no_ajax\" value=\"0\">\t\t\t<\/form>\n\t<p>&nbsp;<\/p>\n<\/div>\n\n<script type=\"text\/javascript\">\n\/\/jQuery(document).ready(function(){\ndocument.addEventListener(\"DOMContentLoaded\", function(event) { \t\nvar question_ids = \"410918,410919,410920,410921,410922,410923,410924,410925,410926,410927,410928,410929,410930,410931,410932,410933,410934,410935,410936,410937,410938,410939,410940,410941,410942,410943,410944,410945,410946,410947,410948,410949,410950,410951,410952,410953,410954,410955,410956,410957\";\nWatuPROSettings[10368] = {};\nWatuPRO.qArr = question_ids.split(',');\nWatuPRO.exam_id = 10368;\t    \nWatuPRO.post_id = 105090;\nWatuPRO.store_progress = 0;\nWatuPRO.curCatPage = 1;\nWatuPRO.requiredIDs=\"0\".split(\",\");\nWatuPRO.hAppID = \"0.01902200 1780191094\";\nvar url = \"https:\/\/www.dumpsbase.com\/freedumps\/wp-content\/plugins\/watupro\/show_exam.php\";\nWatuPRO.examMode = 1;\nWatuPRO.siteURL=\"https:\/\/www.dumpsbase.com\/freedumps\/wp-admin\/admin-ajax.php\";\nWatuPRO.emailIsNotRequired = 0;\nWatuPROIntel.init(10368);\nWatuPRO.inCategoryPages=1;});    \t \n<\/script>\n","protected":false},"excerpt":{"rendered":"<p>Professionals who have completed the Cognitive Project Management in AI (CPMAI) v7 Certification will frequently experience increased salaries, increased job opportunities, and quicker career advancement. The latest CPMAI_v7 dumps (V8.02) from DumpsBase should be a potent resource that can assist you in advancing to the next level with enhanced best practices in Robotic Process Automation [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[19191,178],"tags":[19192,19193],"class_list":["post-105090","post","type-post","status-publish","format-standard","hentry","category-cpmai","category-pmi","tag-cognitive-project-management-in-ai-cpmai-v7","tag-cpmai_v7-dumps"],"_links":{"self":[{"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/posts\/105090","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/comments?post=105090"}],"version-history":[{"count":1,"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/posts\/105090\/revisions"}],"predecessor-version":[{"id":105091,"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/posts\/105090\/revisions\/105091"}],"wp:attachment":[{"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/media?parent=105090"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/categories?post=105090"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.dumpsbase.com\/freedumps\/wp-json\/wp\/v2\/tags?post=105090"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}