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href="https://www.digitalocean.com/blog/gpus-digitalocean-ai-ml-roadmap" target="_blank" class="announcement-bar neue w-inline-block"><div class="announcement-bar-text neue">Paperspace is now part of DigitalOcean, and we've got a new look to match!</div><img src="https://cdn.prod.website-files.com/5cad0999832adc23a260edba/5cad0999832adc34e260ee24_arrow-left-white.svg" alt="" class="right-arrow"/><div class="nav-announcement-read-more">Learn more</div><div class="right-arrow-announcement neue"></div></a></div><div class="nav-holder"><div class="navigation sign-up"><div class="nav-container"><a href="/" class="logo w-inline-block"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/66d199eb2cf3a7036cdfcb52_DO_Logo_horizontal_white.svg" width="340" alt="" class="nav-logo"/></a><nav role="navigation" class="nav-menu w-nav-menu"><div class="nav-primary-items-wrap"><div class="nav-primary-shared-content-wrap"><div data-hover="true" data-delay="0" 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class="nav-description">Develop, train, and deploy AI models.</p></a><div class="nav-product-logo-holder hide"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ddc792072abe3a2a43e1785_Gradient.avif" alt="" class="nav-product-image"/></div><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ddb4bd0967a3bba0737ab79_Artboard%201%20copy%205.svg" alt="" class="dropdown-product-icons hide"/><div class="nav-vert-line hide"></div><div class="nav-subproduct-wrap"><div class="nav-core-subproduct"><div class="nav-product-eyebrow">Develop</div><a href="/notebooks" class="link-arrow w-inline-block"><div class="byline-text dark nav primary">Notebooks</div><img src="https://cdn.prod.website-files.com/5eaa1464031f7c15343019ee/5eaa14654a9903bc09326d31_icon-chevron-right.svg" alt="" class="space-left-extra-small purple low-opacity"/></a></div><div class="nav-core-subproduct"><div class="nav-product-eyebrow">Train</div><a href="/machines" class="link-arrow w-inline-block"><div class="byline-text dark nav primary">Machines</div><img src="https://cdn.prod.website-files.com/5eaa1464031f7c15343019ee/5eaa14654a9903bc09326d31_icon-chevron-right.svg" alt="" class="space-left-extra-small purple low-opacity"/></a></div><div class="nav-core-subproduct"><div class="nav-product-eyebrow">Deploy</div><a href="/deployments" class="link-arrow w-inline-block"><div class="byline-text dark nav primary">Deployments</div><img src="https://cdn.prod.website-files.com/5eaa1464031f7c15343019ee/5eaa14654a9903bc09326d31_icon-chevron-right.svg" alt="" class="space-left-extra-small purple low-opacity"/></a></div></div></div></li><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a852"><div href="#" class="dropbown-product-wrapper w-clearfix"><p class="nav-description">Learn more about our products.<br/></p><div class="nav-subproduct-wrap"><div class="nav-core-subproduct"><a href="/gpu-cloud" class="link-arrow w-inline-block"><div class="byline-text dark nav">GPU cloud</div><img src="https://cdn.prod.website-files.com/5eaa1464031f7c15343019ee/5eaa14654a9903bc09326d31_icon-chevron-right.svg" alt="" class="space-left-extra-small purple low-opacity"/></a></div></div><div class="nav-core-subproduct"><a href="/gradient/workflows" class="link-arrow w-inline-block"><div class="byline-text dark nav">Workflows <span class="beta-text-mono-low-opacity">(Beta)</span></div><div class="nav-beta-tag-wrap hide"><div class="beta-nav inverse">BETA</div></div><img src="https://cdn.prod.website-files.com/5eaa1464031f7c15343019ee/5eaa14654a9903bc09326d31_icon-chevron-right.svg" alt="" class="space-left-extra-small purple low-opacity"/></a></div><a href="/core" class="nav-primary-link-block w-inline-block"><div class="nav-product-wrap hide"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/623fab1a1918ec90e34d37c4_CORE_logo-dark.avif" width="63" alt="" class="product-logo-img nav"/><div class="product-name">Core</div></div></a><div class="nav-product-logo-holder hide"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ef914568654663d3b055549_core-logo-mixed-dark.avif" alt="" class="nav-product-image"/></div><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ddb4bded31f0f17056abf27_Artboard%201%20copy%204.svg" alt="" class="dropdown-product-icons hide"/><div class="nav-vert-line hide"></div></div></li><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a86d" class="hide"><a href="https://workstream.paperspace.com" class="dropbown-product-wrapper w-inline-block w-clearfix"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ddb4be8967a3b528237c616_Artboard%201%20copy%203.svg" alt="" class="dropdown-product-icons hide"/><div class="nav-product-logo-holder"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ef921fc3bde0a798be95c63_Workstream-logo-mixed.avif" alt="" class="nav-product-image"/></div><p class="nav-description">Cloud hosted desktops for both individuals and organizations.</p><div class="nav-vert-line"></div></a></li></ul></div><div class="integrations-wrap"><p class="nav-heading">SOLUTIONS</p><div class="nav-line"></div><ul role="list" class="list-nav-global use-cases w-list-unstyled"><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a87a" class="nav-use-cases-list-items"><a href="/artificial-intelligence" class="link-block w-inline-block"><div class="nav-link dropdown subproduct">Machine Learning & AI</div><p class="nav-description-subgroup">Develop, fine-tune, and deploy AI models of any size and complexity.</p></a></li><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a880" class="nav-use-cases-list-items"><a href="/gpu-cloud" class="link-block w-inline-block"><div class="nav-link dropdown subproduct">GPU Infrastructure</div><p class="nav-description-subgroup">Effortless infrastructure on demand.</p></a></li><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a886" class="nav-use-cases-list-items hide"><a href="https://workstream.paperspace.com/" class="link-block w-inline-block"><div class="nav-link dropdown subproduct">Enterprise VDI</div><p class="nav-description-subgroup">Virtual desktops with centralized management.</p></a></li><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a88c" class="nav-use-cases-list-items hide"><a href="https://gaming.paperspace.com/" class="link-block w-inline-block"><div class="nav-link dropdown subproduct">Gaming</div><p class="nav-description-subgroup">Run any game on a powerful cloud gaming rig.</p></a></li><li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a892" class="nav-use-cases-list-items hide"><a href="https://workstream.paperspace.com/" class="link-block w-inline-block"><div class="nav-link dropdown subproduct">Rendering, 3D Graphics & Simulation</div><p class="nav-description-subgroup">High performance workstations and render nodes.</p></a></li></ul></div></div><div class="nav-dropdown-integrations"></div></nav></div><div data-hover="true" data-delay="0" data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a899" class="nav-dropdown-item-wrap w-dropdown"><div class="nav-dropdown-item w-dropdown-toggle"><div class="nav-link nav-dropdown w-clearfix"><div class="nav-link-neue-block">Resources</div></div><div data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a89e" class="icon-neue w-icon-dropdown-toggle"></div></div><nav data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a89f" class="nav-dropdown-resources w-dropdown-list"><div class="nav-dropbdown-trigger w-container"><div class="resources-wrap nav"><div class="nav-resources-upper-wrap"><a data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a8a3" href="http://blog.paperspace.com" class="nav-resources-item-block w-inline-block"><div class="w-clearfix"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5dd65dc16f520d2d93b694aa_arrow-angled2.png" width="14" alt="" class="arrow nav"/></div><div class="nav-resource-description"><div class="icon-wrapper"><img src="https://cdn.prod.website-files.com/5cad0999832adc23a260edba/5cad0999832adcf24d60ef15_Blog.svg" alt="" class="nav-resources-block-icon"/><p class="eyebrow-block">Blog</p></div><div><p class="nav-description nav-block">Sample projects, release notes, and more</p></div></div></a><a data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a8ae" href="https://docs.paperspace.com/" target="_blank" class="nav-resources-item-block w-inline-block"><div class="w-clearfix"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5dd65dc16f520d2d93b694aa_arrow-angled2.png" width="14" alt="" class="arrow nav"/></div><div class="nav-resource-description"><div class="icon-wrapper"><img src="https://cdn.prod.website-files.com/5cad0999832adc23a260edba/5cad0999832adc28eb60ef11_Docs.svg" alt="" class="nav-resources-block-icon"/><p class="eyebrow-block">Docs</p></div><div><p class="nav-description nav-block">View the docs hub and tutorials</p></div></div></a><a 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