How a reasoning engine works - Generative AI: The Evolution of Thoughtful Online Search Video Tutorial

<!DOCTYPE html> <html lang="en"> <head> <meta name="pageKey" content="d_learning_course_video_guest">  <meta name="linkedin:pageTag" content="view_video"> <meta name="locale" content="en_US"> <meta id="config" data-app-version="2.0.2217" data-call-tree-id="AAYnlJC1sk4KFQnnXDym/A==" data-multiproduct-name="learning-guest-frontend" data-service-name="learning-guest-frontend" data-browser-id="242915d4-b45b-4bae-8d59-b47a5c046177" data-enable-page-view-heartbeat-tracking data-page-instance="urn:li:page:learning_course_video_guest;p518rS4eQjK/JH2OAo7HYw==" data-disable-jsbeacon-pagekey-suffix="false" data-member-id="0"> <link rel="canonical" href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/how-a-reasoning-engine-works">     <link rel="manifest" href="/homepage-guest/manifest.json" crossorigin="use-credentials">  <script> function getDfd() {let yFn,nFn;const p=new Promise(function(y, n){yFn=y;nFn=n;});p.resolve=yFn;p.reject=nFn;return p;} window.lazyloader = getDfd(); window.tracking = getDfd(); window.impressionTracking = getDfd(); window.ingraphTracking = getDfd(); window.appDetection = getDfd(); window.pemTracking = getDfd(); </script>  <link rel="icon" href="https://static.licdn.com/aero-v1/sc/h/444zstxv7s91nepfm5et6ofge"> <title>How a reasoning engine works - Generative AI: The Evolution of Thoughtful Online Search Video Tutorial | LinkedIn Learning, formerly Lynda.com</title> <meta name="robots" content="noarchive, max-image-preview:large"> <meta name="description" content="A reasoning engine (like Bing Chat or Google Bard) is a program that is able to use logic and reasoning to answer questions and solve problems. It does this by using a knowledge base, which is a collection of facts and rules. When a user enters a query, the reasoning engine will use the knowledge base to answer the query or to generate a solution. After watching this video, learners will be able to list the key features of a reasoning engine."> <meta property="og:site_name" content="LinkedIn"> <meta name="twitter:site" content="@LI_Learning"> <meta name="twitter:card" content="summary"> <meta name="litmsProfileName" content="learning-guest-frontend"> <meta property="og:title" content="How a reasoning engine works - Generative AI: The Evolution of Thoughtful Online Search Video Tutorial | LinkedIn Learning, formerly Lynda.com"> <meta name="twitter:title" content="How a reasoning engine works - Generative AI: The Evolution of Thoughtful Online Search Video Tutorial | LinkedIn Learning, formerly Lynda.com"> <meta property="og:description" content="A reasoning engine (like Bing Chat or Google Bard) is a program that is able to use logic and reasoning to answer questions and solve problems. It does this by using a knowledge base, which is a collection of facts and rules. When a user enters a query, the reasoning engine will use the knowledge base to answer the query or to generate a solution. After watching this video, learners will be able to list the key features of a reasoning engine."> <meta name="twitter:description" content="A reasoning engine (like Bing Chat or Google Bard) is a program that is able to use logic and reasoning to answer questions and solve problems. It does this by using a knowledge base, which is a collection of facts and rules. When a user enters a query, the reasoning engine will use the knowledge base to answer the query or to generate a solution. After watching this video, learners will be able to list the key features of a reasoning engine."> <meta property="og:image" content="https://media.licdn.com/dms/image/v2/D560DAQGc-wHZyHhvzA/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1686353805299?e=2147483647&v=beta&t=PJV9fBZEFQ_r7EyqMjR9xEl6TreVKk2zXOgD17_n5lA"> <meta name="twitter:image" content="https://media.licdn.com/dms/image/v2/D560DAQGc-wHZyHhvzA/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1686353805299?e=2147483647&v=beta&t=PJV9fBZEFQ_r7EyqMjR9xEl6TreVKk2zXOgD17_n5lA">  <meta property="og:url" content="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/how-a-reasoning-engine-works"> <meta property="og:type" content="website"> <meta name="clientSideIngraphs" content="1" data-gauge-metric-endpoint="/learning-guest/api/ingraphs/gauge" data-counter-metric-endpoint="/learning-guest/api/ingraphs/counter"> <link rel="stylesheet" href="https://static.licdn.com/aero-v1/sc/h/b2sn84ibusnmmqygar9zphel"> <script type="application/ld+json"> {"@context":"http://schema.org/","@type":"VideoObject","name":"How a reasoning engine works - Generative AI: The Evolution of Thoughtful Online Search","author":{"@type":"Person","name":"Ashley Kennedy","url":"https://www.linkedin.com/learning/instructors/ashley-kennedy"},"thumbnailUrl":"https://media.licdn.com/dms/image/v2/D560DAQGc-wHZyHhvzA/learning-public-crop_675_1200/learning-public-crop_675_1200/0/1686353805299?e=2147483647&v=beta&t=PJV9fBZEFQ_r7EyqMjR9xEl6TreVKk2zXOgD17_n5lA","description":"Explore the distinctions between search engines and reasoning engines, with a focus on learning thoughtful search strategies in the world of generative AI.","duration":"PT4M30S","datePublished":"2023-06-13","uploadDate":"2023-06-13","requiresSubscription":false,"isAccessibleForFree":true,"contentUrl":"https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/how-a-reasoning-engine-works","interactionCount":372745,"interactionStatistic":[{"@type":"InteractionCounter","interactionType":"http://schema.org/WatchAction","userInteractionCount":372745}],"transcript":" - A reasoning engine is a system that uses logic and inference methods to draw conclusions, make decisions, summarize information, or solve problems based on available data and knowledge. - So a reasoning engine, it's in the title, right? You assume that it's making some rational thinking. It's reasoning from the inquiry that you're giving it as compared to a search engine, which is more likely just to give you back a response to the direct information that you queried. - There are many different types of reasoning engines, but here I'd like to talk about generative AI models like ChatGPT and Bing Chat. These systems process and understand human language. So when a user enters a query, the reasoning engine can provide a relevant and informative response using human-like speech. It's kind of like having a digital friend who can answer your questions, engage in discussions, and help you with various tasks. Let's talk just a bit about how this works. The GPT large language model that powers these reasoning engines was pre-trained on a massive amount of training data. This includes text and code from the internet, from books, articles, webpages, Wikipedia, and more. During this pre-training phase, the model learns language patterns, grammar, syntax, and factual knowledge. The model then uses probability to predict the next words in response to a given prompt. In the initial training phases, human supervisors oversee the process, guiding the model toward accurate responses and contributing to its knowledge development. During later training stages, the AI model is asked to generate multiple responses to a prompt, and then human supervisors evaluate and rank these responses from best to worst. Gradually, the model improves its understanding of prompts and increases the probability of generating accurate, comprehensive, human-like responses. Once all of that happens, you have your smart digital friend that you can chat with. - In most cases, these reasoning engines are pre-trained on a bunch of other similar-like reasoning, where you'll see the difference in the kind of response you get from a reasoning engine as opposed to a traditional search engine because it'll be much more conversational, but also much more elaborate in its connection to what you're asking for and the different types of responses that it can create. - Take a look at a few different types of results I can get from a reasoning engine. Instead of asking what the various parts of a grant proposal are, I can ask Bing Chat to actually help me ideate and research and write various parts of a grant proposal in a very customized way. Reasoning engines aren't only used to generate text. They can generate other media types as well, including images. Text-to-image generative AI programs, where neural networks learn the relationship between words and a massive database of images, let you enter a text-based query to produce an image-based result. These models can create complex imagery while also responding to a wide variety of concepts, tones, and styles. Take a look at these images that I can create using the Bing Image Creator when I enter the prompt, a young boy walking a dog in a forest under a full moon, digital art style, bold colors. - You can use these tools to create incredibly beautiful or realistic imagery or imagery that is, you know, perfectly aligned with what you had envisioned. I think that that's a skill that artists can use to say, okay, if you want to use these tools, I have deep skills in being able to write prompts in a way that will actually get to that end product. So I actually think it might be a new tool that artists can use to express themselves. - So whether it's text, image, or other media, reasoning engines have burst onto the scene and attracted a lot of attention and excitement with the possibilities of what users can create. Let's continue to talk about how you can use reasoning engines both independently and in conjunction with search engines. 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class="top-card-layout__card relative p-2 papabear:p-details-container-padding"> <div class="top-card-layout__entity-info-container flex flex-wrap papabear:flex-nowrap"> <div class="top-card-layout__entity-info flex-grow flex-shrink-0 basis-0 babybear:flex-none babybear:w-full babybear:flex-none babybear:w-full"> <h1 class="top-card-layout__title font-sans text-lg papabear:text-xl font-bold leading-open text-color-text mb-0"> How a reasoning engine works </h1> <h2 class="top-card-layout__headline break-words font-sans text-md leading-open text-color-text"> From the course: <a href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search?trk=course_title" data-tracking-control-name="course_title" data-tracking-will-navigate="true" class="from-the-course__link">Generative AI: The Evolution of Thoughtful Online Search</a> </h2>   <div class="top-card-layout__cta-container flex flex-wrap mt-0.5 papabear:mt-0 ml-[-12px]">   </div> </div>  </div>   </div> </section> </section> <div class="details mx-details-container-padding"> <div class="tabs content-tabs" data-tab-id="course-content-tabs"> <ul class="tabs__list" role="tablist">  <li class="tab flex ml-3 first-of-type:ml-0" role="presentation"> <button aria-selected="true" class="tab-button tab-md tab-selected" data-tracking-control-name="transcripts-tab" data-id="tab__button" role="tab" id="content-tabs__transcripts-btn"> Transcripts </button> </li>  <li class="tab flex ml-3 first-of-type:ml-0" role="presentation"> <button aria-selected="false" class="tab-button tab-md " data-tracking-control-name="offline-tab" data-id="tab__button" role="tab" tabindex="-1" id="content-tabs__offline-btn" data-test-live-offline-tab> View Offline </button> </li> </ul>  <div class="tab__panel" tabindex="0" role="tabpanel"> <section class="core-section-container my-3 transcripts">  <h2 class="core-section-container__title section-title"> How a reasoning engine works </h2>  <div class="core-section-container__content break-words"> <div class="transcripts__copy"> <span class="transcripts__quotation">“</span> <p> - A reasoning engine is a system that uses logic and inference methods to draw conclusions, make decisions, summarize information, or solve problems based on available data and knowledge. - So a reasoning engine, it's in the title, right? You assume that it's making some rational thinking. It's reasoning from the inquiry that you're giving it as compared to a search engine, which is more likely just to give you back a response to the direct information that you queried. - There are many different types of reasoning engines, but here I'd like to talk about generative AI models like ChatGPT and Bing Chat. These systems process and understand human language. So when a user enters a query, the reasoning engine can provide a relevant and informative response using human-like speech. It's kind of like having a digital friend who can answer your questions, engage in discussions, and help you with various tasks. Let's talk just a bit about how this works. The GPT large language model that powers these reasoning engines was pre-trained on a massive amount of training data. This includes text and code from the internet, from books, articles, webpages, Wikipedia, and more. During this pre-training phase, the model learns language patterns, grammar, syntax, and factual knowledge. The model then uses probability to predict the next words in response to a given prompt. In the initial training phases, human supervisors oversee the process, guiding the model toward accurate responses and contributing to its knowledge development. During later training stages, the AI model is asked to generate multiple responses to a prompt, and then human supervisors evaluate and rank these responses from best to worst. Gradually, the model improves its understanding of prompts and increases the probability of generating accurate, comprehensive, human-like responses. Once all of that happens, you have your smart digital friend that you can chat with. - In most cases, these reasoning engines are pre-trained on a bunch of other similar-like reasoning, where you'll see the difference in the kind of response you get from a reasoning engine as opposed to a traditional search engine because it'll be much more conversational, but also much more elaborate in its connection to what you're asking for and the different types of responses that it can create. - Take a look at a few different types of results I can get from a reasoning engine. Instead of asking what the various parts of a grant proposal are, I can ask Bing Chat to actually help me ideate and research and write various parts of a grant proposal in a very customized way. Reasoning engines aren't only used to generate text. They can generate other media types as well, including images. Text-to-image generative AI programs, where neural networks learn the relationship between words and a massive database of images, let you enter a text-based query to produce an image-based result. These models can create complex imagery while also responding to a wide variety of concepts, tones, and styles. Take a look at these images that I can create using the Bing Image Creator when I enter the prompt, a young boy walking a dog in a forest under a full moon, digital art style, bold colors. - You can use these tools to create incredibly beautiful or realistic imagery or imagery that is, you know, perfectly aligned with what you had envisioned. I think that that's a skill that artists can use to say, okay, if you want to use these tools, I have deep skills in being able to write prompts in a way that will actually get to that end product. So I actually think it might be a new tool that artists can use to express themselves. - So whether it's text, image, or other media, reasoning engines have burst onto the scene and attracted a lot of attention and excitement with the possibilities of what users can create. Let's continue to talk about how you can use reasoning engines both independently and in conjunction with search engines. </p> </div> </div> </section> </div>  <div class="tab__panel" tabindex="0" role="tabpanel" hidden> <section class="core-section-container my-3 offline">  <h2 class="core-section-container__title section-title"> Download courses and learn on the go </h2>  <div class="core-section-container__content break-words"> <p class="offline__description"> Watch courses on your mobile device without an internet connection. Download courses using your iOS or Android LinkedIn Learning app. </p> <div class="offline__link-container"> <a class="offline__link" href="https://itunes.apple.com/app/apple-store/id1084807225?ls=1&pt=10746&mt=8&ct=learning_course_tab_viewoffline&trk=apple_app_store" data-tracking-control-name="apple_app_store" data-tracking-will-navigate rel="noopener noreferrer" target="_blank"> <img alt="Download on the App Store" class="offline__image" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/emczv26hz24woii2j4aleyry"> </a> <a class="offline__link" href="https://play.google.com/store/apps/details?id=com.linkedin.android.learning&referrer=utm_source%3Dlinkedinlearning%26utm_medium%3DmobileWeb%26utm_campaign%3Dlearning_guest&ct=learning_course_tab_viewoffline&trk=google_play_store" data-tracking-control-name="google_play_store" data-tracking-will-navigate rel="noopener noreferrer" target="_blank"> <img alt="Get it on Google Play" class="offline__image" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/535kqf5rsexfx0lucb3t6palb"> </a> </div>  </div> </section> </div> </div> </div> </section> <section class="right-rail papabear:w-right-rail-width papabear:ml-column-gutter mamabear:max-w-[790px] mamabear:px-mobile-container-padding babybear:max-w-[790px] babybear:px-mobile-container-padding"> <section class="table-of-contents mb-4"> <h2 class="table-of-contents__header"> Contents </h2> <ul class="table-of-contents__list"> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introduction <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Introduction <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/how-finding-and-sharing-information-online-has-evolved?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> How finding and sharing information online has evolved </div> <div class="table-of-contents__item-duration"> 53s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button show-more-less__button--hide" aria-expanded="true" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Search Engines vs. Reasoning Engines <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button " aria-expanded="true" data-tracking-control-name="learning-course_toc-section_show_more"> 1. Search Engines vs. Reasoning Engines <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list " data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/how-a-search-engine-works?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> How a search engine works </div> <div class="table-of-contents__item-duration"> 3m 7s </div> </div> </a> </li> <li class="toc-item toc-item--active"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/how-a-reasoning-engine-works?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="true"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> How a reasoning engine works </div> <div class="table-of-contents__item-duration"> 4m 30s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/comparing-search-engines-with-reasoning-engines?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Comparing search engines with reasoning engines </div> <div class="table-of-contents__item-duration"> 4m 42s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/what-is-the-future-of-online-search?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> What is the future of online search? </div> <div class="table-of-contents__item-duration"> 2m 42s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Thoughtful Search Strategies and Considerations in Reasoning Engines <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> 2. Thoughtful Search Strategies and Considerations in Reasoning Engines <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/harness-the-power-of-prompt-engineering?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Harness the power of prompt engineering </div> <div class="table-of-contents__item-duration"> 4m 2s </div> </div> </a> </li> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/thoughtful-search-strategies-and-approaches?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Thoughtful search strategies and approaches </div> <div class="table-of-contents__item-duration"> 5m 13s </div> </div> </a> </li> </ul>  </div> </li> <li class="toc-section"> <div class="show-more-less"> <button class="show-more-less__button show-more-less__more-button show-more-less-button " aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Conclusion <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/cyolgscd0imw2ldqppkrb84vo"></icon> </button> <button class="show-more-less__button show-more-less__less-button show-more-less-button show-more-less__button--hide" aria-expanded="false" data-tracking-control-name="learning-course_toc-section_show_more"> Conclusion <icon class="show-more-less__button--chevron show-more-less-button-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4chtt12k98xwnba1nimld2oyg"></icon> </button> <ul data-max-num-to-show="0" class="show-more-less__list show-more-less__list--hide-after-0" data-impression-id="learning-course_toc-section_show-more-less"> <li class="toc-item"> <a data-tracking-control-name="learning-course_tocItem" data-tracking-will-navigate href="https://www.linkedin.com/learning/generative-ai-the-evolution-of-thoughtful-online-search/next-steps?autoplay=true&trk=learning-course_tocItem" class="toc-item__link" aria-current="false"> <icon class="table-of-contents__item-status table-of-contents__item-status--unlocked" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/5jwhkytplzxiejvhzfu0t7m8l" data-svg-class-name="table-of-contents__item-status-svg--unlocked"></icon> <div class="table-of-contents__item-details"> <div class="table-of-contents__item-title"> Next steps </div> <div class="table-of-contents__item-duration"> 1m 39s </div> </div> </a> </li> </ul>  </div> </li> </ul> </section> </section> </main> <div class="pre-footer ">  <section class="tw-linkster bg-cool-gray-20 browse-map" data-impression-id="learning-course_linkster" data-js-module-id="linkster"> <div class="max-w-screen-content-max-w w-full flex justify-between my-0 mx-auto mamabear:px-3 babybear:px-2 babybear:flex-col"> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Business Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-analysis-and-strategy?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Analysis and Strategy </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/business-software-and-tools?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Business Software and Tools </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/career-development-5?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Career Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/customer-service-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Customer Service </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/diversity-equity-and-inclusion-dei?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Diversity, Equity, and Inclusion (DEI) </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/finance-and-accounting?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Finance and Accounting </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/human-resources-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Human Resources </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/leadership-and-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Leadership and Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/marketing-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Marketing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/professional-development?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Professional Development </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/project-management?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Project Management </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/sales-3?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Sales </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/small-business-and-entrepreneurship?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Small Business and Entrepreneurship </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/training-and-education?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Training and Education </a> </li> </ul> <a class="link tw-linkster-general-link" aria-label="See all business courses" href="https://www.linkedin.com/learning/topics/business?trk=learning-course_browsemap_general-link" data-tracking-control-name="learning-course_browsemap_general-link" data-tracking-will-navigate> See all </a> </div> <div class="flex-1 w-1/2 pt-2 pr-4 pb-4 pl-0 babybear:pb-2 babybear:w-full babybear:border-b-1 babybear:border-solid babybear:border-color-border-low-emphasis babybear:last:border-b-0"> <h3 class="text-md font-bold text-color-text leading-open"> Explore Creative Topics </h3> <ul class="my-1"> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/aec?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> AEC </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/animation-and-illustration?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Animation and Illustration </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/audio-and-music?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Audio and Music </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/graphic-design?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Graphic Design </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/motion-graphics-and-vfx?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Motion Graphics and VFX </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/photography-2?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Photography </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/product-and-manufacturing?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Product and Manufacturing </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/user-experience?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> User Experience </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/2015-54?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Video </a> </li> <li class="tw-link-column-item"> <a class="link tw-linkster-link" href="https://www.linkedin.com/learning/topics/visualization-and-real-time?trk=learning-course_browsemap_link" data-js-module-id="link-column-link" data-tracking-control-name="learning-course_browsemap_link" data-tracking-will-navigate> Visualization and Real-Time </a> </li> <li class="tw-link-column-item"> <a 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