Understanding AI

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rhpb-region dx-flex" style="flex-direction:column">  <div class="rh-band-header--component" data-rh-align=left data-rh-theme="subtle" data-rh-size=small data-rh-margin=standard ><h2 class="rh-band-header-nested-section-headline" >Read more about specific AI topics</h2> </div> </div> <div class="dx-col-12 md:dx-col-5 rhpb-region dx-flex" style="flex-direction:column"> </div> </div> </div> </section> <section class="dx-pb-8" section-properties-enabled> <div class="dx-container dx-relative"> <div class="dx-row dx-justify-start match-region-heights "> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-pmoay" href="/en/topics/ai/what-is-generative-ai"data-analytics-text="Generative AI" data-analytics-category="What is AI?|Generative AI" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Miscellaneous-Maze-A-Black-RGB</title><path d="M18 5.23a12.73 12.73 0 0 0-6.38 1.71.75.75 0 0 0 .76 1.3 11.22 11.22 0 0 1 4.87-1.46v2.78A8.45 8.45 0 0 0 12 23.94a8.46 8.46 0 0 0 9.72 1.58.75.75 0 0 0-.67-1.35A6.73 6.73 0 0 1 18 25a6.93 6.93 0 0 1-4.36-1.54l2.3-2.3A3.75 3.75 0 1 0 18 14.23a.75.75 0 0 0 0 1.5A2.25 2.25 0 1 1 15.75 18a.75.75 0 0 0-1.5 0 3.74 3.74 0 0 0 .62 2.07l-2.29 2.3A7 7 0 0 1 18 11a.76.76 0 0 0 .75-.75.7.7 0 0 0 0-.14.66.66 0 0 0 0-.15V6.77a11.25 11.25 0 0 1 10.46 10.46h-2.79A8.42 8.42 0 0 0 22.7 11a.75.75 0 0 0-1 .2.74.74 0 0 0 .21 1A7 7 0 0 1 25 18a6.88 6.88 0 0 1-1.17 3.87.74.74 0 0 0 .21 1 .71.71 0 0 0 .41.13.77.77 0 0 0 .63-.33 8.51 8.51 0 0 0 1.37-4h2.8a11.24 11.24 0 1 1-21.42-5.51.75.75 0 0 0-.35-1 .76.76 0 0 0-1 .36A12.53 12.53 0 0 0 5.25 18 12.75 12.75 0 1 0 18 5.23z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-pmoay"> <h3 class="rh-link-tile-headline">Generative AI </h3> </hgroup> </div> <p class="rh-link-tile-summary">Generative AI relies on deep learning models to create new content. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-ptauf" href="/en/topics/ai/what-is-machine-learning"data-analytics-text="Machine learning" data-analytics-category="What is AI?|Machine learning" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Hardware-Monitor_Blank-A-Black-RGB</title><path d="M29 9.27H7a.74.74 0 0 0-.75.75V25a.75.75 0 0 0 .75.75h8.3a.7.7 0 0 0-.05.25v1.26H12a.75.75 0 0 0 0 1.5h12a.75.75 0 0 0 0-1.5h-3.25v-1.49H29a.76.76 0 0 0 .75-.75V10a.75.75 0 0 0-.75-.73zm-9.75 18h-2.5V26a.7.7 0 0 0-.05-.25h2.55zm9-3H7.75v-13.5h20.5z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-ptauf"> <h3 class="rh-link-tile-headline">Machine learning </h3> </hgroup> </div> <p class="rh-link-tile-summary">Machine learning (ML) trains a computer to find patterns and make predictions. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-ezcdf" href="/en/topics/ai/what-is-deep-learning"data-analytics-text="Deep learning" data-analytics-category="What is AI?|Deep learning" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Science-Brain-A-Black-RGB</title><path d="M27.29 12.3a.11.11 0 0 1 0-.05c0-.09 0-.17.05-.26a5 5 0 0 0-5-5.94A5.06 5.06 0 0 0 18 8.57a5.06 5.06 0 0 0-9.43 2.55 4.7 4.7 0 0 0 .14 1.18l-.17.12a4.92 4.92 0 0 0-.45.28l-.31.23-.3.26-.3.26-.45.5c-.08.1-.15.21-.23.32l-.23.33c-.07.1-.13.21-.19.31s-.17.32-.25.49-.07.14-.1.22a6 6 0 0 0-.25.71l-.06.25a5.41 5.41 0 0 0-.12.58 2 2 0 0 0 0 .24 5.69 5.69 0 0 0-.06.83 7.46 7.46 0 0 0 .08 1v.19c0 .08 0 .16.07.24a5.7 5.7 0 0 0 .23.86 2.36 2.36 0 0 0 .12.28 5.12 5.12 0 0 0 .35.75c.06.1.13.2.2.3a6.15 6.15 0 0 0 .42.62c.09.11.2.22.3.33s.29.32.45.47.28.22.42.33.29.23.45.33.35.2.53.3a3.88 3.88 0 0 0 .46.22 6.13 6.13 0 0 0 .6.22c.11 0 .21.09.32.12a4.05 4.05 0 0 0-.1.92 4.31 4.31 0 0 0 4.3 4.3h.07A4.26 4.26 0 0 0 18 28.1a4.3 4.3 0 0 0 7.85-2.42 4.12 4.12 0 0 0-.1-.86.13.13 0 0 0 0-.06 6.76 6.76 0 0 0 1.54-12.46zm-2.12 11a4.23 4.23 0 0 0-1.46-1.3.75.75 0 1 0-.74 1.3 2.82 2.82 0 0 1 1.2 1.44 2.42 2.42 0 0 1 .12.35 2.74 2.74 0 0 1 .09.64 2.8 2.8 0 0 1-5.6 0 4.29 4.29 0 0 0-4.29-4.29.75.75 0 0 0 0 1.5 2.79 2.79 0 0 1 2.77 2.57.79.79 0 0 0-.05.22 2.8 2.8 0 1 1-5.32-1.18.77.77 0 0 0 0-.68.76.76 0 0 0-.57-.38 5.31 5.31 0 0 1-.77-.17l-.29-.09a4.87 4.87 0 0 1-.57-.24l-.29-.14a5.72 5.72 0 0 1-.48-.32 2.92 2.92 0 0 1-.28-.21 3.57 3.57 0 0 1-.3-.32 2.58 2.58 0 0 0 .29 0 3.2 3.2 0 0 0 .75-.09A3.43 3.43 0 0 0 12 17.85a.75.75 0 1 0-1.46.33 1.94 1.94 0 0 1-.26 1.45 1.91 1.91 0 0 1-1.22.85 1.93 1.93 0 0 1-2.27-1.37 6.4 6.4 0 0 1-.08-.88 4.94 4.94 0 0 1 .1-.95 2.44 2.44 0 0 1 .05-.28 5.64 5.64 0 0 1 .21-.7l.08-.2a5.31 5.31 0 0 1 1-1.55l.12-.12a6.23 6.23 0 0 1 .62-.51l.14-.1a5.21 5.21 0 0 1 5.09-.38.77.77 0 0 0 1-.36.75.75 0 0 0-.37-1 6.62 6.62 0 0 0-2.75-.61 6.86 6.86 0 0 0-1.83.26 3.08 3.08 0 0 1-.06-.61 3.57 3.57 0 0 1 7.14 0 .78.78 0 0 0 .07.31V20a.75.75 0 0 0 1.5 0v-8.9a3.58 3.58 0 0 1 3.58-3.57 3.57 3.57 0 0 1 3.57 3.57 3.71 3.71 0 0 1-.06.67 5 5 0 0 1-.19.63 3.57 3.57 0 0 1-3.32 2.27.75.75 0 0 0 0 1.5 4.83 4.83 0 0 0 .94-.1 2.83 2.83 0 0 0 .12 1 2.78 2.78 0 0 0 2.65 1.94 3 3 0 0 0 .79-.01.76.76 0 0 0 .49-.95.74.74 0 0 0-.94-.48 1.28 1.28 0 0 1-1.06-2.3.82.82 0 0 0 .24-.25 4.85 4.85 0 0 0 1.07-1.32 5.23 5.23 0 0 1-1.53 9.64z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-ezcdf"> <h3 class="rh-link-tile-headline">Deep learning </h3> </hgroup> </div> <p class="rh-link-tile-summary">Deep learning processes data using an algorithm inspired by the human brain. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-zvwc3" href="/en/topics/ai/what-are-foundation-models"data-analytics-text="Foundation models" data-analytics-category="What is AI?|Foundation models" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Hierarchy-A-Black-RGB</title><path d="M30.3 23.7a3.244 3.244 0 0 0-1.547-.857V18a.75.75 0 0 0-.75-.75H18.75v-4.1a3.266 3.266 0 1 0-1.5 0v4.1H8a.75.75 0 0 0-.75.75v4.846a3.266 3.266 0 1 0 1.5 0v-4.1h8.5v4.1a3.266 3.266 0 1 0 1.5 0v-4.1h8.5v4.1a3.243 3.243 0 1 0 3.05.854zM9.24 24.76a1.76 1.76 0 1 1-1.873-.39 1.693 1.693 0 0 1 1.272 0 1.76 1.76 0 0 1 .597.393zm10 0a1.76 1.76 0 1 1-1.873-.39 1.693 1.693 0 0 1 1.272 0 1.76 1.76 0 0 1 .597.393zm-.6-13.137a1.693 1.693 0 0 1-1.272 0 1.76 1.76 0 1 1 1.272 0zm10.6 15.61a1.75 1.75 0 1 1-1.873-2.862 1.693 1.693 0 0 1 1.272 0 1.745 1.745 0 0 1 .6 2.864z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-zvwc3"> <h3 class="rh-link-tile-headline">Foundation models </h3> </hgroup> </div> <p class="rh-link-tile-summary">A foundation model is a type of ML model pretrained to perform a range of tasks. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-emf46" href="/en/topics/ai/what-are-large-language-models"data-analytics-text="Large language models" data-analytics-category="What is AI?|Large language models" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Misc-Globe-A-Black-RGB</title><path d="M12.31 22.06a9.25 9.25 0 1 0 0-13.06 9.22 9.22 0 0 0 0 13.06zm1.06-12a7.75 7.75 0 0 1 11 0 7.75 7.75 0 1 1-11 0z"/><path d="M22.32 20.24a.74.74 0 0 0 .52.22.75.75 0 0 0 .53-1.29l-8.18-8a.75.75 0 0 0-1.06 0 .75.75 0 0 0 0 1.06z"/><path d="M10.3 24.07a12 12 0 0 0 7 3.41V30a.75.75 0 0 0 1.5 0v-2.4h.1a12 12 0 0 0 8.07-3.1l.74.75a.76.76 0 0 0 1.07 0 .75.75 0 0 0 0-1.06L27 22.44a.74.74 0 0 0-1.1 1 10.58 10.58 0 0 1-15-14.81.73.73 0 0 0 .51.21.71.71 0 0 0 .53-.22.74.74 0 0 0 0-1.06l-.34-.35a.91.91 0 0 0-.24-.21.75.75 0 0 0-.24-.15L9.9 5.59a.74.74 0 0 0-1.06 0 .75.75 0 0 0 0 1.06l.92.91a12.08 12.08 0 0 0 .54 16.51z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-emf46"> <h3 class="rh-link-tile-headline">Large language models </h3> </hgroup> </div> <p class="rh-link-tile-summary">Large language models (LLMs) understand and generate human language. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-fv9e9" href="/en/topics/ai/ai-infrastructure-explained"data-analytics-text="AI infrastructure" data-analytics-category="What is AI?|AI infrastructure" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Objects-Clock-A-Black-RGB</title><path d="M26.44 17.39a.76.76 0 0 0-1 .41.72.72 0 0 0-.06.29.75.75 0 0 0 .22.53.78.78 0 0 0 .24.16.75.75 0 0 0 1-.69.72.72 0 0 0-.06-.29.63.63 0 0 0-.16-.24.81.81 0 0 0-.18-.17zM23.48 13a.87.87 0 0 0 .28.05.75.75 0 0 0 .54-.22.74.74 0 0 0 .21-.53.87.87 0 0 0-.05-.28.89.89 0 0 0-.16-.25.79.79 0 0 0-1.07 0 .72.72 0 0 0-.16.25.71.71 0 0 0-.06.28.75.75 0 0 0 .22.53.85.85 0 0 0 .25.17zM23.23 24.38a.77.77 0 0 0 .54.22.74.74 0 0 0 .52-.22.73.73 0 0 0 0-1.06.67.67 0 0 0-.24-.16.77.77 0 0 0-.82.16.75.75 0 0 0 0 1.06zM17.71 25.55a.78.78 0 0 0-.24.16.63.63 0 0 0-.16.24.73.73 0 0 0 0 .58.63.63 0 0 0 .16.24.75.75 0 0 0 1.06 0 .78.78 0 0 0 .16-.24.72.72 0 0 0 .06-.29.75.75 0 0 0-1-.69zM12.52 23.16a.77.77 0 0 0-.81.16.73.73 0 0 0 0 1.06.75.75 0 0 0 .53.22.79.79 0 0 0 .53-.22.75.75 0 0 0 0-1.06.72.72 0 0 0-.25-.16zM9.32 17.56a.81.81 0 0 0-.17.24.93.93 0 0 0-.05.29.75.75 0 0 0 .22.53.78.78 0 0 0 .24.16.72.72 0 0 0 .29.06.77.77 0 0 0 .53-.22.75.75 0 0 0 .22-.53.72.72 0 0 0-.06-.29.75.75 0 0 0-1.22-.24zM12.93 12a.72.72 0 0 0-.16-.25.76.76 0 0 0-.82-.16.67.67 0 0 0-.24.16.74.74 0 0 0-.17.25.71.71 0 0 0-.06.28.72.72 0 0 0 .23.53.7.7 0 0 0 .52.22.93.93 0 0 0 .29-.05 1 1 0 0 0 .25-.17.75.75 0 0 0 .22-.53.71.71 0 0 0-.06-.28z"/><path d="M18 29.77A11.77 11.77 0 0 0 29.75 18a.75.75 0 1 0-1.5 0 10.25 10.25 0 1 1-11-10.22V16A2.18 2.18 0 1 0 19 20l1.77 1.77a.74.74 0 0 0 .53.22.73.73 0 0 0 .53-.22.74.74 0 0 0 0-1.06L20 18.9a2.14 2.14 0 0 0-1.25-2.9V7a.75.75 0 0 0-.75-.73 11.75 11.75 0 0 0 0 23.5zm0-12.44a.69.69 0 1 1-.69.69.69.69 0 0 1 .69-.69z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-fv9e9"> <h3 class="rh-link-tile-headline">AI infrastructure </h3> </hgroup> </div> <p class="rh-link-tile-summary">AI infrastructure helps data scientists and developers work efficiently. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-dj2bv" href="/en/topics/ai/what-is-mlops"data-analytics-text="MLOps" data-analytics-category="What is AI?|MLOps" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icons-Red_Hat-Diagrams-Development_Model-A-Black-RGB</title><path d="M27.14 12.38A5.61 5.61 0 1 0 32.75 18a5.6 5.6 0 0 0-5.61-5.62zm0 9.71A4.11 4.11 0 1 1 31.25 18a4.11 4.11 0 0 1-4.11 4.09zM10.51 10.53a10.18 10.18 0 0 1 13.85 0 .73.73 0 0 0 .51.2.78.78 0 0 0 .55-.23.75.75 0 0 0 0-1.06 11.66 11.66 0 0 0-15.89 0 .75.75 0 0 0 1 1.1zM24.36 25.44a10.18 10.18 0 0 1-13.85 0 .75.75 0 1 0-1 1.09 11.66 11.66 0 0 0 15.9 0 .75.75 0 1 0-1-1.09zM6 14.23A2.75 2.75 0 1 0 8.75 17 2.75 2.75 0 0 0 6 14.23zm0 4A1.25 1.25 0 1 1 7.25 17 1.25 1.25 0 0 1 6 18.23zM12 17.73A2.75 2.75 0 1 0 9.25 15 2.75 2.75 0 0 0 12 17.73zm0-4A1.25 1.25 0 1 1 10.75 15 1.26 1.26 0 0 1 12 13.73zM13.75 21A2.75 2.75 0 1 0 11 23.73 2.75 2.75 0 0 0 13.75 21zm-4 0A1.25 1.25 0 1 1 11 22.23 1.26 1.26 0 0 1 9.75 21zM15.29 17.29a.75.75 0 0 0-.82.16.78.78 0 0 0-.16.24.73.73 0 0 0 0 .58.63.63 0 0 0 .16.24.78.78 0 0 0 .24.16.73.73 0 0 0 .58 0 .74.74 0 0 0 .4-.4.73.73 0 0 0 0-.58.74.74 0 0 0-.4-.4zM7.71 13.67a.72.72 0 0 0 .29.06.75.75 0 0 0 .29-.06.78.78 0 0 0 .24-.16.75.75 0 0 0 0-1.06.78.78 0 0 0-.24-.16.75.75 0 0 0-.82 1.22.78.78 0 0 0 .24.16zM5.71 21.29a.78.78 0 0 0-.24.16.75.75 0 0 0 0 1.06.78.78 0 0 0 .24.16.72.72 0 0 0 .29.06.75.75 0 0 0 .29-.06.78.78 0 0 0 .24-.16.75.75 0 0 0-.82-1.22z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-dj2bv"> <h3 class="rh-link-tile-headline">MLOps </h3> </hgroup> </div> <p class="rh-link-tile-summary">MLOps integrates ML models into software development processes. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-cphyo" href="/en/topics/ai/what-is-aiops"data-analytics-text="AIOps" data-analytics-category="What is AI?|AIOps" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-People_and_audiences-Operations-A-Black-RGB</title><path d="M29 22.75a.67.67 0 0 0 .28-.06.82.82 0 0 0 .25-.16.77.77 0 0 0 .22-.53.73.73 0 0 0-.22-.53.77.77 0 0 0-1.06 0 .75.75 0 0 0-.22.53.71.71 0 0 0 .22.53.75.75 0 0 0 .53.22z"/><path d="M32 18.25H4a.76.76 0 0 0-.75.75v7a.76.76 0 0 0 .75.75h28a.76.76 0 0 0 .75-.75v-7a.76.76 0 0 0-.75-.75zm-.75 7H4.75v-5.5h26.5z"/><path d="M7 23.75h2.66a.75.75 0 0 0 0-1.5H7a.75.75 0 0 0 0 1.5zM17.21 15.66h.16a.76.76 0 0 0 .73-.6l1.24-5.85a.75.75 0 0 0-.57-.89.74.74 0 0 0-.89.58l-1.25 5.85a.76.76 0 0 0 .58.91zM20.91 15.09a.77.77 0 0 0 .53.22.79.79 0 0 0 .53-.22l2.56-2.57a.75.75 0 0 0 0-1.06L22 8.9a.75.75 0 0 0-1.06 0 .74.74 0 0 0 0 1.06l2 2-2 2a.74.74 0 0 0-.03 1.13zM14 15.09a.79.79 0 0 0 .53.22.77.77 0 0 0 .53-.22.74.74 0 0 0 0-1.06l-2-2 2-2a.74.74 0 0 0 0-1.06A.75.75 0 0 0 14 8.9l-2.56 2.56a.75.75 0 0 0 0 1.06z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-cphyo"> <h3 class="rh-link-tile-headline">AIOps </h3> </hgroup> </div> <p class="rh-link-tile-summary">AIOps use AI to enhance or partially replace a range of IT operations processes and tasks. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-21g60" href="/en/topics/ai/ai-ml-use-cases"data-analytics-text="AI/ML use cases" data-analytics-category="What is AI?|AI/ML use cases" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-People_and_Audiences-CEO_businessleader-A-Black</title><path d="M26.5 10.75h1a.75.75 0 0 0 0-1.5h-1a.75.75 0 0 0 0 1.5zm-18 0h1a.75.75 0 0 0 0-1.5h-1a.75.75 0 0 0 0 1.5zm21 .5h-6.25V8a.76.76 0 0 0-.75-.75h-9a.76.76 0 0 0-.75.75v3.25H6.5a.76.76 0 0 0-.75.75v16a.76.76 0 0 0 .75.75h23a.76.76 0 0 0 .75-.75V12a.76.76 0 0 0-.75-.75zm-15.25-2.5h7.5v2.5h-7.5zm14.5 18.5H7.25v-14.5h21.5z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-21g60"> <h3 class="rh-link-tile-headline">AI/ML use cases </h3> </hgroup> </div> <p class="rh-link-tile-summary">Different industries benefit from different applications of AI/ML. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-rn0tp" href="/en/topics/ai/what-is-ai-in-healthcare"data-analytics-text="AI in healthcare" data-analytics-category="What is AI?|AI in healthcare" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Science-Heart_Monitor-A-Black-RGB</title><path d="M7 15.58a6.56 6.56 0 0 0 2 4.68l8.29 8.29a.79.79 0 0 0 .53.22.77.77 0 0 0 .53-.22l4-3.95a.75.75 0 0 0-1.06-1.06L17.78 27 10 19.2a5.11 5.11 0 0 1 7.25-7.2.75.75 0 0 0 1.06 0 5.12 5.12 0 0 1 8.58 4.85.75.75 0 0 0 1.45.36 6.55 6.55 0 0 0-1.74-6.27 6.62 6.62 0 0 0-8.82-.48A6.61 6.61 0 0 0 7 15.58z"/><path d="M29 18.67h-3.64a.76.76 0 0 0-.67.41l-.46.93-1.81-4.5a.74.74 0 0 0-.61-.47.76.76 0 0 0-.71.33l-2.2 3.3h-.81a.75.75 0 0 0 0 1.5h1.21a.78.78 0 0 0 .63-.33l1.63-2.45 1.9 4.73a.72.72 0 0 0 .66.47.76.76 0 0 0 .67-.41l1-2H29a.75.75 0 0 0 0-1.5z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-rn0tp"> <h3 class="rh-link-tile-headline">AI in healthcare </h3> </hgroup> </div> <p class="rh-link-tile-summary">Across the healthcare market, AI can serve life sciences, providers, and payers. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-2n1vc" href="/en/topics/ai/ai-in-banking"data-analytics-text="AI in banking" data-analytics-category="What is AI?|AI in banking" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Money-A-Black-RGB</title><path d="M21 23.25A2.75 2.75 0 1 0 23.75 26 2.75 2.75 0 0 0 21 23.25zm0 4A1.25 1.25 0 1 1 22.25 26 1.25 1.25 0 0 1 21 27.25zM28.5 19.25a4.25 4.25 0 1 0 4.25 4.25 4.26 4.26 0 0 0-4.25-4.25zm0 7a2.75 2.75 0 1 1 2.75-2.75 2.75 2.75 0 0 1-2.75 2.75z"/><path d="M17 23.75H8.17a4.23 4.23 0 0 0-3.42-3.42v-4.66a4.23 4.23 0 0 0 3.42-3.42h17.66a4.23 4.23 0 0 0 3.42 3.42v2a.75.75 0 0 0 1.5 0V11.5a.76.76 0 0 0-.75-.75H4a.76.76 0 0 0-.75.75v13a.76.76 0 0 0 .75.75h13a.75.75 0 0 0 0-1.5zm12.25-9.62a2.74 2.74 0 0 1-1.88-1.88h1.88zM6.63 12.25a2.74 2.74 0 0 1-1.88 1.88v-1.88zm-1.88 9.62a2.74 2.74 0 0 1 1.88 1.88H4.75z"/><path d="M24.75 18a.75.75 0 0 0-.22-.53.77.77 0 0 0-1.06 0 .63.63 0 0 0-.16.24.72.72 0 0 0-.06.29.93.93 0 0 0 .05.29.81.81 0 0 0 .17.24.63.63 0 0 0 .24.16.72.72 0 0 0 .29.06.75.75 0 0 0 .75-.75zM9.71 17.31a.78.78 0 0 0-.24.16.75.75 0 1 0 1.06 0 .77.77 0 0 0-.82-.16zM13.25 18A3.75 3.75 0 1 0 17 14.25 3.75 3.75 0 0 0 13.25 18zm6 0A2.25 2.25 0 1 1 17 15.75 2.25 2.25 0 0 1 19.25 18z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-2n1vc"> <h3 class="rh-link-tile-headline">AI in banking </h3> </hgroup> </div> <p class="rh-link-tile-summary">AI can improve customer service and operational efficiency in banking. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-qpfe2" href="/en/topics/edge-computing/what-is-edge-ai"data-analytics-text="Edge AI" data-analytics-category="What is AI?|Edge AI" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Edge-A-Black-RGB</title><path d="M25.308 19.555a6.423 6.423 0 0 0-11.715-2.908c-.06 0-.12-.008-.176-.01s-.116 0-.172 0a5.013 5.013 0 0 0 0 10.026h11.35a3.588 3.588 0 0 0 .713-7.1zm.76 4.99a2.082 2.082 0 0 1-1.474.614h-11.35a3.513 3.513 0 0 1 0-7.027c.1 0 .206.006.307.016s.2.024.3.04a.744.744 0 0 0 .782-.37 4.924 4.924 0 0 1 9.214 2.413.748.748 0 0 0 .75.75 2.087 2.087 0 0 1 1.475 3.563zM4.26 24.24a1.2 1.2 0 0 0-.07-.133.644.644 0 0 0-.09-.117.758.758 0 0 0-.113-.092.906.906 0 0 0-.127-.068.786.786 0 0 0-.436-.04.733.733 0 0 0-.384.2.715.715 0 0 0-.1.117.584.584 0 0 0-.065.133.7.7 0 0 0-.045.136.676.676 0 0 0-.015.144.753.753 0 0 0 .057.287.764.764 0 0 0 .163.243.753.753 0 0 0 .53.22.775.775 0 0 0 .145-.014 1.46 1.46 0 0 0 .145-.036.7.7 0 0 0 .127-.074.94.94 0 0 0 .113-.1.745.745 0 0 0 .162-.243.736.736 0 0 0 .058-.287.676.676 0 0 0-.015-.144.7.7 0 0 0-.04-.132zM8.68 13.917a.742.742 0 0 0 .32.073.782.782 0 0 0 .246-.04.73.73 0 0 0 .224-.12.766.766 0 0 0 .277-.508.733.733 0 0 0-.157-.552.753.753 0 0 0-.5-.274.78.78 0 0 0-.556.154.746.746 0 0 0-.273.5.768.768 0 0 0 .164.556.713.713 0 0 0 .256.21zM14.32 11.04a.77.77 0 0 0 .47.16.652.652 0 0 0 .076 0 .348.348 0 0 0 .084-.017.748.748 0 0 0-.33-1.46.743.743 0 0 0-.473.33.76.76 0 0 0-.1.57.73.73 0 0 0 .272.418zM26.744 13.94a.787.787 0 0 0 .567-.03.723.723 0 0 0 .27-.21.755.755 0 0 0 .153-.55.73.73 0 0 0-.273-.5.757.757 0 0 0-.556-.162.74.74 0 0 0-.5.28.73.73 0 0 0-.158.548.767.767 0 0 0 .278.5.73.73 0 0 0 .22.125zM5.32 17.58a.738.738 0 0 0-.57-.03.75.75 0 0 0-.43.38.738.738 0 0 0-.03.57.752.752 0 0 0 .38.43.99.99 0 0 0 .165.06.717.717 0 0 0 .165.02.726.726 0 0 0 .39-.114.768.768 0 0 0 .28-.316.748.748 0 0 0 .035-.57.74.74 0 0 0-.385-.43zM31.67 17.92a.752.752 0 0 0-.43-.38.738.738 0 0 0-.57.03.75.75 0 0 0-.38.43.738.738 0 0 0 .03.57.758.758 0 0 0 .284.316A.748.748 0 0 0 31 19a.7.7 0 0 0 .164-.02.82.82 0 0 0 .156-.06.744.744 0 0 0 .35-1zM21.04 11.18l.08.014a.756.756 0 0 0 .82-.584.738.738 0 0 0-.1-.56.753.753 0 0 0-.47-.33.732.732 0 0 0-.565.092.75.75 0 0 0 .236 1.368zM33.165 24.38a.693.693 0 0 0-.045-.14.628.628 0 0 0-.065-.133.77.77 0 0 0-.095-.117.758.758 0 0 0-.113-.092.906.906 0 0 0-.127-.068.73.73 0 0 0-.58 0 .917.917 0 0 0-.128.068.75.75 0 0 0-.112.092.7.7 0 0 0-.092.117 1.19 1.19 0 0 0-.068.133.693.693 0 0 0-.045.14.68.68 0 0 0-.015.14.746.746 0 0 0 .015.15.7.7 0 0 0 .045.14.906.906 0 0 0 .068.127.758.758 0 0 0 .092.113.93.93 0 0 0 .112.1.71.71 0 0 0 .128.074 1.394 1.394 0 0 0 .145.036.767.767 0 0 0 .145.014.826.826 0 0 0 .15-.014 1.078 1.078 0 0 0 .14-.036.7.7 0 0 0 .127-.074.94.94 0 0 0 .113-.1.693.693 0 0 0 .09-.113.91.91 0 0 0 .07-.127.7.7 0 0 0 .045-.14.746.746 0 0 0 .015-.15.68.68 0 0 0-.015-.14z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-qpfe2"> <h3 class="rh-link-tile-headline">Edge AI </h3> </hgroup> </div> <p class="rh-link-tile-summary">Edge AI lets devices make smarter decisions faster. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-x8k8l" href="/en/topics/ai/llmops"data-analytics-text="LLMOPs" data-analytics-category="What is AI?|LLMOPs" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Lifecycle-A-Black-RGB</title><path d="M17.936 8.312a9.11 9.11 0 0 1 6.64 2.833l-.6-.026-1.537-.07a.7.7 0 0 0-.54.19.764.764 0 0 0-.244.526.748.748 0 0 0 .716.782l1.912.086 1.912.085H26.24a.766.766 0 0 0 .206-.03c.012 0 .023-.014.036-.02a.85.85 0 0 0 .08-.037.678.678 0 0 0 .087-.04c.016-.012.025-.03.04-.043a.557.557 0 0 0 .057-.037.722.722 0 0 0 .056-.077.582.582 0 0 0 .13-.238.886.886 0 0 0 .033-.085.542.542 0 0 0 0-.057c0-.018.012-.033.013-.052l.084-1.912.085-1.912a.748.748 0 0 0-.716-.783.7.7 0 0 0-.545.19.77.77 0 0 0-.24.526l-.067 1.537-.017.366a10.532 10.532 0 0 0-9.943-2.93 3.252 3.252 0 1 0-2.69 5.068A3.244 3.244 0 0 0 16.18 8.9a3.038 3.038 0 0 0-.04-.395 9.23 9.23 0 0 1 1.796-.193zm-3.257.605a1.73 1.73 0 0 1-.13.656 1.744 1.744 0 0 1-1.618 1.08 1.736 1.736 0 0 1-1.236-.51A1.736 1.736 0 0 1 11.18 8.9a1.74 1.74 0 0 1 .512-1.237 1.738 1.738 0 0 1 1.237-.514 1.735 1.735 0 0 1 1.1.4c.044.036.092.068.133.11a1.75 1.75 0 0 1 .518 1.24zM30.233 15.264a3.248 3.248 0 1 0-3.565 5.29 9.075 9.075 0 0 1-6.5 5.965l.325-.51.828-1.3a.75.75 0 0 0-1.264-.806l-1.03 1.614L18 27.134a.777.777 0 0 0-.03.08.75.75 0 0 0-.055.14.723.723 0 0 0-.02.155.746.746 0 0 0-.01.08.5.5 0 0 0 .014.052.56.56 0 0 0 0 .058c.006.03.025.054.035.083a.61.61 0 0 0 .135.235c.02.022.03.05.05.07s.042.022.06.036.03.034.048.046l1.617 1.03 1.614 1.03a.742.742 0 0 0 .4.118.75.75 0 0 0 .732-.912.753.753 0 0 0-.33-.47l-1.3-.83-.308-.2a10.518 10.518 0 0 0 7.51-7.152 3.237 3.237 0 0 0 2.064-5.523zm-1.06 3.536a1.745 1.745 0 1 1 .513-1.237 1.73 1.73 0 0 1-.514 1.237zM13.77 23.08a3.245 3.245 0 0 0-2.465.32 3.3 3.3 0 0 0-.322.233 9.09 9.09 0 0 1-1.91-8.665l.275.536.7 1.37a.75.75 0 0 0 .668.408.792.792 0 0 0 .173-.02.78.78 0 0 0 .167-.063.75.75 0 0 0 .326-1.01l-.873-1.7-.873-1.7a.5.5 0 0 0-.054-.068.685.685 0 0 0-.09-.116c-.015-.014-.023-.033-.038-.046a.82.82 0 0 0-.082-.046.748.748 0 0 0-.07-.055c-.018-.01-.037-.008-.054-.015s-.032-.02-.05-.027a.746.746 0 0 0-.1-.01.737.737 0 0 0-.147-.018.412.412 0 0 0-.048 0 .587.587 0 0 0-.082.023.638.638 0 0 0-.1.013c-.018.006-.032.02-.05.03s-.035.005-.052.013l-1.7.872-1.7.873a.752.752 0 0 0-.324 1.01.75.75 0 0 0 1.01.325l1.37-.7.325-.167a10.548 10.548 0 0 0 2.407 10.125 3.245 3.245 0 0 0 1.318 4.25 3.246 3.246 0 0 0 3.225-.01 3.248 3.248 0 0 0-.78-5.953zm.846 3.59a1.744 1.744 0 0 1-3.406-.734 1.687 1.687 0 0 1 .03-.173 1.742 1.742 0 0 1 .814-1.062h.013a1.745 1.745 0 0 1 1.723 0 1.746 1.746 0 0 1 .826 1.977z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-x8k8l"> <h3 class="rh-link-tile-headline">LLMOPs </h3> </hgroup> </div> <p class="rh-link-tile-summary">LLMOps manages and automates the lifecycle of LLMs. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-d65oc" href="/en/topics/ai/what-is-an-ai-platform"data-analytics-text="AI platforms" data-analytics-category="What is AI?|AI platforms" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Software_and_technologies-Platform-A-Black-RGB</title><path d="M28.64 19.84L18 25.65 7.36 19.84a.75.75 0 0 0-.72 1.32l11 6a.77.77 0 0 0 .72 0l11-6a.75.75 0 0 0-.72-1.32z"/><path d="M6.64 16.16l11 6a.77.77 0 0 0 .72 0l11-6a.75.75 0 0 0 0-1.32l-11-6a.77.77 0 0 0-.72 0l-11 6a.75.75 0 0 0 0 1.32zM18 10.35l9.43 5.15L18 20.65 8.57 15.5z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-d65oc"> <h3 class="rh-link-tile-headline">AI platforms </h3> </hgroup> </div> <p class="rh-link-tile-summary">An AI platform is a collection of technologies to develop, train, and run machine learning models. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-ax7gh" href="/en/topics/ai/what-is-instructlab"data-analytics-text="InstructLab" data-analytics-category="Read more about specific AI topics|InstructLab" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><path d="M16.256 27.2c-.414 0-.75-.338-.748-.752 0-.37.27-.682.634-.74.458-.07.91-.172 1.352-.314.394-.127.818.082.948.475.13.392-.074.82-.475.947-.216.068-.705.236-1.594.374-.04.007-.078.01-.117.01zM11.575 26.813c-.08 0-.16-.013-.236-.038-.968-.324-1.88-.787-2.726-1.356-.344-.232-.443-.693-.216-1.04.227-.346.692-.442 1.038-.215l.03.02c.716.508 1.51.894 2.344 1.168.393.13.608.55.48.944-.1.308-.39.515-.715.516zM5.91 22.056c-.275 0-.53-.152-.66-.395-.484-.898-.84-1.86-1.05-2.86-.086-.405.173-.804.578-.89.405-.085.804.174.89.58.18.857.482 1.686.9 2.457.197.364.063.818-.3 1.016-.11.06-.232.092-.357.093zm-.848-7.347c-.068 0-.135-.01-.2-.027-.4-.11-.636-.52-.53-.92.266-.985.658-1.935 1.2-2.8.222-.35.69-.446 1.038-.22.334.216.446.66.243 1.002-.447.753-.812 1.553-1.035 2.4-.086.328-.377.56-.716.564zm19.146-.554c-.323 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0-3.25-1.455-3.25-3.25s1.455-3.25 3.25-3.25 3.25 1.455 3.25 3.25c0 1.794-1.456 3.25-3.25 3.25zm0-5c-.966 0-1.75.784-1.75 1.75s.784 1.75 1.75 1.75 1.75-.784 1.75-1.75-.784-1.75-1.75-1.75z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-ax7gh"> <h3 class="rh-link-tile-headline">InstructLab </h3> </hgroup> </div> <p class="rh-link-tile-summary">InstructLab is an open source project for enhancing LLMs. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 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data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Network-A-Black-RGB</title><path d="M27.01 8.99A12.728 12.728 0 1 0 30.75 18a12.708 12.708 0 0 0-3.74-9.01zM6.75 18a11.31 11.31 0 0 1 .178-1.934 11.235 11.235 0 0 1 15.505.092.75.75 0 0 0 1.04-1.08A12.73 12.73 0 0 0 8.7 12.973c-.362.19-.712.4-1.05.618a11.248 11.248 0 0 1 12.594-6.614c-.307.13-.614.264-.914.42A12.99 12.99 0 0 0 17 8.963a.75.75 0 1 0 .97 1.146 11.063 11.063 0 0 1 4.66-2.347 11.28 11.28 0 0 1 3.312 2.284c.034.225.074.45.095.677a11.263 11.263 0 0 1-18.415 9.662c-.253-.21-.494-.437-.728-.67A11.234 11.234 0 0 1 6.75 18zm20.268 3.252a.75.75 0 0 0-.34-.464.75.75 0 0 0-1.117.82 11.22 11.22 0 0 1 .158 4.555 11.225 11.225 0 0 1-5.127 2.774 11.23 11.23 0 0 1-3.743-2.766.75.75 0 1 0-1.12 1 12.713 12.713 0 0 0 2.387 2.077c-.038 0-.075.006-.114.006A11.254 11.254 0 0 1 7.582 22.23a12.775 12.775 0 0 0 3.453 1.68 12.933 12.933 0 0 0 1.9.437 12.6 12.6 0 0 0 4.936-.222 12.734 12.734 0 0 0 9.7-12.01 11.176 11.176 0 0 1-.2 12.09 12.73 12.73 0 0 0-.352-2.953z"/><path d="M12.923 21.2a.745.745 0 0 0 .482.177h.06c.02 0 .042 0 .062-.008a.75.75 0 0 0 .62-.862 11.215 11.215 0 0 1-.125-2.478 11.357 11.357 0 0 1 .42-2.455.75.75 0 0 0-1.442-.42 12.85 12.85 0 0 0-.335 5.59.746.746 0 0 0 .258.455z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-pvccc"> <h3 class="rh-link-tile-headline">Retrieval-augmented generation </h3> </hgroup> </div> <p class="rh-link-tile-summary">Retrieval-augmented generation (RAG) links external resources to an LLM for a more accurate output. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-ulgz6" href="/en/topics/ai/what-are-intelligent-applications"data-analytics-text="Open source LLM" data-analytics-category="What is AI?|Open source LLM" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Software_and_technologies-Apps_Multiple-A-Black-RGB</title><path d="M27.5 26.75H9.25V8.5a.75.75 0 0 0-1.5 0v19a.76.76 0 0 0 .75.75h19a.75.75 0 0 0 0-1.5z"/><path d="M24.5 29.75H6.25V11.5a.75.75 0 0 0-1.5 0v19a.76.76 0 0 0 .75.75h19a.75.75 0 0 0 0-1.5z"/><path d="M30.5 4.75h-19a.76.76 0 0 0-.75.75v18.77a.76.76 0 0 0 .75.75h19a.76.76 0 0 0 .75-.75V5.5a.76.76 0 0 0-.75-.75zm-.75 18.77h-17.5V6.25h17.5z"/><path d="M27.21 9.22a.73.73 0 0 0 .58 0 .78.78 0 0 0 .21-.16.77.77 0 0 0 .22-.53.72.72 0 0 0-.06-.29A.82.82 0 0 0 28 8a.75.75 0 0 0-1 0 .67.67 0 0 0-.16.25.72.72 0 0 0-.06.29.77.77 0 0 0 .22.53.78.78 0 0 0 .21.15zM25 9.05a.81.81 0 0 0 .24.17.93.93 0 0 0 .29 0 1 1 0 0 0 .29 0 .81.81 0 0 0 .18-.17.78.78 0 0 0 .16-.24.72.72 0 0 0 .06-.29A.77.77 0 0 0 26 8a.78.78 0 0 0-.24-.16.83.83 0 0 0-.58 0A.78.78 0 0 0 25 8a.77.77 0 0 0-.22.53.72.72 0 0 0 .06.29.63.63 0 0 0 .16.23z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-ulgz6"> <h3 class="rh-link-tile-headline">Intelligent applications </h3> </hgroup> </div> <p class="rh-link-tile-summary">Intelligent applications use AI to augment a human workflow. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-c8mdz" href="/en/topics/ai/rag-vs-fine-tuning"data-analytics-text="RAG vs. fine-tuning" data-analytics-category="RAG vs. fine-tuning" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Objects-Gear_Single-A-Black-RGB</title><path d="M19.19 22.64A4.63 4.63 0 1 0 14.57 18a4.63 4.63 0 0 0 4.62 4.64zm0-7.75A3.13 3.13 0 1 1 16.07 18a3.13 3.13 0 0 1 3.12-3.11z"/><path d="M7.21 21h2.71a10.07 10.07 0 0 0 .58 1.4l-1.91 1.9a.76.76 0 0 0-.08 1 12.63 12.63 0 0 0 3.35 3.33.76.76 0 0 0 1-.09l1.92-1.92a9.56 9.56 0 0 0 1.37.55v2.69a.74.74 0 0 0 .62.74 12.2 12.2 0 0 0 2.28.22 12.77 12.77 0 0 0 2.44-.24.75.75 0 0 0 .61-.74v-2.77a9 9 0 0 0 1.32-.56l1.91 1.91a.76.76 0 0 0 1 .09 12.9 12.9 0 0 0 3.32-3.35.74.74 0 0 0-.09-.95l-1.92-1.92a8.64 8.64 0 0 0 .53-1.3h2.71a.74.74 0 0 0 .73-.61 12.27 12.27 0 0 0 0-4.73.74.74 0 0 0-.73-.61h-2.8a8.53 8.53 0 0 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0-.91-.11 7.89 7.89 0 0 1-2 .85.76.76 0 0 0-.56.73v2.64a10.79 10.79 0 0 1-2.95 0v-2.6a.74.74 0 0 0-.56-.73A7.63 7.63 0 0 1 15 25a.77.77 0 0 0-.91.12L12.2 27a11.13 11.13 0 0 1-2.09-2.08L12 23.05a.76.76 0 0 0 .12-.92 8 8 0 0 1-.88-2.08.74.74 0 0 0-.72-.56H7.85a10.93 10.93 0 0 1 0-2.95z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-c8mdz"> <h3 class="rh-link-tile-headline">RAG vs. fine-tuning </h3> </hgroup> </div> <p class="rh-link-tile-summary">Fine-tuning and RAG both aim to improve LLMs, but use different methods. RAG avoids altering the model, while fine-tuning requires adjusting its parameters. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-ndqy5" href="/en/topics/ai/what-are-granite-models" title="What are large language models?" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Disruption-A-Black-RGB</title><path d="M9 11.56a.77.77 0 0 0-1.07 0 .75.75 0 0 0 0 1.06A7.61 7.61 0 0 1 8 23.38a.75.75 0 0 0 0 1.06.76.76 0 0 0 1.07 0A9.14 9.14 0 0 0 9 11.56z"/><path d="M11.21 8.61a.75.75 0 0 0-1.06 1.06 11.78 11.78 0 0 1 0 16.66.75.75 0 0 0 0 1.06.75.75 0 0 0 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class="rh-link-tile-header"> <hgroup id="rh-ndqy5"> <h3 class="rh-link-tile-headline">Granite models </h3> </hgroup> </div> <p class="rh-link-tile-summary">Granite is a series of LLMs created by IBM for enterprise applications that support gen AI use cases like language and code. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-9b8oe" href="/en/topics/ai/what-is-agentic-ai" title="What is agentic AI?" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icon-Red_Hat-Software_and_technologies-Data-A-Black-RGB</title><path d="M7.5 18.75a.76.76 0 0 0-.75.75v6a.75.75 0 0 0 1.5 0v-6a.76.76 0 0 0-.75-.75zm4 0a.76.76 0 0 0-.75.75v6a.75.75 0 0 0 1.5 0v-6a.76.76 0 0 0-.75-.75zm-4-9a.76.76 0 0 0-.75.75v6a.75.75 0 0 0 1.5 0v-6a.76.76 0 0 0-.75-.75zm12 7.5a.76.76 0 0 0 .75-.75v-6a.75.75 0 0 0-1.5 0v6a.76.76 0 0 0 .75.75zm4 1.5a.76.76 0 0 0-.75.75v6a.75.75 0 0 0 1.5 0v-6a.76.76 0 0 0-.75-.75zm-6.25-5.25a3.75 3.75 0 1 0-3.75 3.75 3.75 3.75 0 0 0 3.75-3.75zm-3.75 2.25a2.25 2.25 0 1 1 2.25-2.25 2.25 2.25 0 0 1-2.25 2.25zm15.75-2.25a3.75 3.75 0 1 0-3.75 3.75 3.75 3.75 0 0 0 3.75-3.75zm-3.75 2.25a2.25 2.25 0 1 1 2.25-2.25 2.25 2.25 0 0 1-2.25 2.25zm2 3a.76.76 0 0 0-.75.75v6a.75.75 0 0 0 1.5 0v-6a.76.76 0 0 0-.75-.75zm-10 0a3.75 3.75 0 1 0 3.75 3.75 3.75 3.75 0 0 0-3.75-3.75zm0 6a2.25 2.25 0 1 1 2.25-2.25 2.25 2.25 0 0 1-2.25 2.25z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-9b8oe"> <h3 class="rh-link-tile-headline">Agentic AI </h3> </hgroup> </div> <p class="rh-link-tile-summary">Agentic AI is a software system designed to interact with data and tools in a way that requires minimal human intervention. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   <div class="rh-card--layout rh-link-tile-card" data-rh-background="white" data-rh-theme="light" data-rh-bg-align="cover" data-rh-layout="stacked" data-rh-justify="justify" data-rh-theme-hover="light" data-rh-background-hover="gray" data-rh-trigger-effect="hover" data-rh-link-area="absolute"><div class="rh-card-content" data-rh-layout=" " >  <div class="rh-link-tile--component" data-rh-align="left" data-rh-tileHeight="tall" data-rh-layout="stacked" > <a class="rh-link-tile-link" aria-labelledby="rh-rpr9p" href="/en/topics/ai/predictive-ai-vs-generative-ai" title="Predictive AI vs. generative AI" data-analytics-linktype="cta"></a> <div class="rh-link-tile-content"> <div class="rh-icon-embed-icon" data-rh-size="small" aria-hidden="true">  <div class="rh-icon-embed"> <div class="rh-icon-embed-icon" aria-hidden="true" data-rh-size="small"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36"><title>Icons-Red_Hat-Diagrams-Development_Model-A-Black-RGB</title><path d="M27.14 12.38A5.61 5.61 0 1 0 32.75 18a5.6 5.6 0 0 0-5.61-5.62zm0 9.71A4.11 4.11 0 1 1 31.25 18a4.11 4.11 0 0 1-4.11 4.09zM10.51 10.53a10.18 10.18 0 0 1 13.85 0 .73.73 0 0 0 .51.2.78.78 0 0 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0-.82-1.22z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-rpr9p"> <h3 class="rh-link-tile-headline">Predictive AI </h3> </hgroup> </div> <p class="rh-link-tile-summary">Compare predictive AI and gen AI to find out which best fits your AI use cases. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> <div class="dx-col-12 md:dx-col-3 rhpb-region dx-flex" style="flex-direction:column">   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1.614L18 27.134a.777.777 0 0 0-.03.08.75.75 0 0 0-.055.14.723.723 0 0 0-.02.155.746.746 0 0 0-.01.08.5.5 0 0 0 .014.052.56.56 0 0 0 0 .058c.006.03.025.054.035.083a.61.61 0 0 0 .135.235c.02.022.03.05.05.07s.042.022.06.036.03.034.048.046l1.617 1.03 1.614 1.03a.742.742 0 0 0 .4.118.75.75 0 0 0 .732-.912.753.753 0 0 0-.33-.47l-1.3-.83-.308-.2a10.518 10.518 0 0 0 7.51-7.152 3.237 3.237 0 0 0 2.064-5.523zm-1.06 3.536a1.745 1.745 0 1 1 .513-1.237 1.73 1.73 0 0 1-.514 1.237zM13.77 23.08a3.245 3.245 0 0 0-2.465.32 3.3 3.3 0 0 0-.322.233 9.09 9.09 0 0 1-1.91-8.665l.275.536.7 1.37a.75.75 0 0 0 .668.408.792.792 0 0 0 .173-.02.78.78 0 0 0 .167-.063.75.75 0 0 0 .326-1.01l-.873-1.7-.873-1.7a.5.5 0 0 0-.054-.068.685.685 0 0 0-.09-.116c-.015-.014-.023-.033-.038-.046a.82.82 0 0 0-.082-.046.748.748 0 0 0-.07-.055c-.018-.01-.037-.008-.054-.015s-.032-.02-.05-.027a.746.746 0 0 0-.1-.01.737.737 0 0 0-.147-.018.412.412 0 0 0-.048 0 .587.587 0 0 0-.082.023.638.638 0 0 0-.1.013c-.018.006-.032.02-.05.03s-.035.005-.052.013l-1.7.872-1.7.873a.752.752 0 0 0-.324 1.01.75.75 0 0 0 1.01.325l1.37-.7.325-.167a10.548 10.548 0 0 0 2.407 10.125 3.245 3.245 0 0 0 1.318 4.25 3.246 3.246 0 0 0 3.225-.01 3.248 3.248 0 0 0-.78-5.953zm.846 3.59a1.744 1.744 0 0 1-3.406-.734 1.687 1.687 0 0 1 .03-.173 1.742 1.742 0 0 1 .814-1.062h.013a1.745 1.745 0 0 1 1.723 0 1.746 1.746 0 0 1 .826 1.977z"/></svg> </div> </div> </div> <div class="rh-link-tile-header"> <hgroup id="rh-g144t"> <h3 class="rh-link-tile-headline">LLMs vs SLMs </h3> </hgroup> </div> <p class="rh-link-tile-summary">LLMs and small language models (SLMs) are both types of AI systems trained to interpret human language, including programming languages. </p> </div> <div class="rh-link-tile--arrow-wrapper"> <svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 36 36" aria-hidden="true"><title>Icon-Red_Hat-Directional-A-Black-RGB</title><path d="M29.74 17.95v-.1a.9.9 0 0 0-.03-.086c-.01-.025-.016-.05-.027-.075a.72.72 0 0 0-.148-.223l-3.5-3.5-3.5-3.5a.75.75 0 1 0-1.06 1.06l2.86 2.86 2.86 2.86H7a.75.75 0 0 0 0 1.5h20.19l-2.22 2.223-3.5 3.5a.75.75 0 1 0 1.06 1.06l3.5-3.5 3.5-3.5c.007-.007.01-.016.016-.023a.738.738 0 0 0 .147-.22l.005-.02a.76.76 0 0 0 .045-.236.23.23 0 0 0 .007-.03c0-.017-.008-.032-.01-.05z"></path></svg> </div> </div> </div> </div> </div> </div> </div> </section> <section id="Featured" class="dx-pt-8 dx-pb-8" section-properties-enabled> <div class="dx-container dx-relative"> <div class="dx-row dx-justify-between match-region-heights "> <div class="dx-col-12 md:dx-col-6 rhpb-region dx-flex" style="flex-direction:column"> <section> <div class="dx-container dx-relative"> <div class="dx-row match-region-heights "> <div class="dx-col-12 md:dx-col-2 rhpb-region dx-flex" style="flex-direction:column">  <div class="rh-icon-panel--component"> <div class="rh-icon-panel-wrapper" data-rh-icon-size="small" data-rh-icon-background=gray 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