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class="button-wrapper"><a data-w-id="5085ecb5-c08b-ca7c-7447-daa2ed221196" href="http://console.paperspace.com/signup" class="button white animated shadow margin-left w-inline-block"><div class="cta-button-dual-line-wrap"><div class="button-text">Sign up</div><div class="button-text free">FREE</div></div><div class="button-cta-wrap"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0bfbeaec2584787a197c_arrow-light-chevron.svg" loading="lazy" alt="" class="button-animated-chevron blue"/><div class="button-cta-animated-line-wrap blue"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0bfbeaec2565b07a197a_arrow-light-line.svg" loading="lazy" style="-webkit-transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:1" data-w-id="5085ecb5-c08b-ca7c-7447-daa2ed22119f" alt="" class="button-animated-line"/><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0bfbeaec2565b07a197a_arrow-light-line.svg" loading="lazy" data-w-id="5085ecb5-c08b-ca7c-7447-daa2ed2211a0" alt="" class="button-animated-line-hover"/></div></div></a><div class="hero-social-signup-wrap"><a href="https://console.paperspace.com/signup" class="signup-sso-wrap w-inline-block"><div class="signup-sso-icon google"></div><div class="signup-sso">Sign up with Google</div></a><a href="https://console.paperspace.com/signup" class="signup-sso-wrap w-inline-block"><div class="signup-sso-icon"></div><div class="signup-sso">Sign up with GitHub</div></a></div></div></div><div class="hero-contact-sales"><strong class="bold-text">Business?</strong> <a href="/contact-sales" class="contact-sales-link">Talk to an Expert</a></div></div></div></div></div></div><div class="section"><div class="container"><div><div class="category"><div class="eyebrow-text">Machines</div><div class="eyebrow-line-2"></div></div><h1 class="h1 white">Purpose built machines for large scale GPU accelerated workloads</h1><p class="header-subheading">On-demand access to powerful and low-cost virtual machines. A large GPU catalog for both training and inference.<br/></p></div><div class="header-button-wrap"><a data-w-id="fe52bc71-9d7a-cf69-fcb0-578e52305964" href="https://console.paperspace.com/signup" class="button-gradient animated header w-inline-block"><div class="button-text-2">Get Started</div><div class="button-cta-wrap"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0bfbeaec2584787a197c_arrow-light-chevron.svg" loading="lazy" alt="" class="button-animated-chevron black"/><div class="button-cta-animated-line-wrap-2 black"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0bfbeaec2565b07a197a_arrow-light-line.svg" loading="lazy" style="opacity:1;-webkit-transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(null, 0px, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0)" data-w-id="fe52bc71-9d7a-cf69-fcb0-578e5230596a" alt="" class="button-animated-line"/><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0bfbeaec2565b07a197a_arrow-light-line.svg" loading="lazy" data-w-id="fe52bc71-9d7a-cf69-fcb0-578e5230596b" alt="" class="button-animated-line-hover-2"/></div></div></a><a href="https://docs.digitalocean.com/products/paperspace/machines/" target="_blank" class="button-header docs w-button">Read the docs</a></div></div></div><div class="section"><div class="container"><div class="section-title"><div class="eyebrow-wrap"><h3 class="eyebrow">Meet Paperspace</h3><div class="eyebrow-line"></div></div><h2>From research to production</h2><div><h3 class="card-subheading transparent">Start something new or scale up an existing project <span class="card-subheading display-inline">on affordable cloud GPUs</span>. Replace high upfront costs of managing servers with predictable hourly pricing.<span class="card-subheading display-inline"></span></h3></div></div></div><div class="container"><div class="panel-no-animation"><div class="panel-body"><div class="feature-wrap"><div data-w-id="8835c03d-c084-e162-4d6b-6c0de01773e5" style="-webkit-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0" class="feature-content"><div class="title-eyebrow violet">affordable GPU compute<br/></div><h3>Low-cost GPUs with per-second billing</h3><h5>Save up to 70% on compute costs</h5><p>Spend significantly less on your GPU compute compared to the major public clouds or buying your own servers. </p><h5>Predictable costs</h5><p>Scale when you need, stop paying when you don't. On-demand pricing means you only pay for what you use.</p><h5>No commitments</h5><p>Easily change instance types anytime so you always have access to the mix of cost and performance. Cancel anytime.</p></div><div class="feature-image"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/62a7604e1ab9d12866a5a581_ps-azure-diagram.svg" alt=""/><p class="caption-text"><strong>Example:</strong> 5 instances, one month constant usage</p></div></div><div id="features" class="feature-wrap reverse"><div data-w-id="8835c03d-c084-e162-4d6b-6c0de01773ce" style="-webkit-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0" class="feature-content right"><div class="title-eyebrow violet">Get started in seconds<br/></div><h3>Go from signup to training a model in seconds</h3><h5>Preloaded with ML frameworks</h5><p>Choose "ML in a Box" template that comes preinstalled with all the major ML frameworks and CUDA® drivers.</p><h5>Latest NVIDIA GPUs</h5><p>Choose from the largest GPU catalog in the world. Leverage the latest NVIDIA GPUs including Ampere A100s with up to 8 GPUs.</p><h5>Root access, connect with SSH</h5><p>Bring your SSH key and connect directly to your VM with full root access. </p></div><div class="feature-image align-left"><div class="integrations-gallery-wrapper"><div class="integrations-gallery-grid"><div class="integrations-gallery-grid-column first"><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb560" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5cad0999832adc23a260edba/5cad0999832adc543360ef27_pytorch-logo2.png" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">PyTorch</div></div><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb565" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5cad0999832adc23a260edba/5cad0999832adc690460ef23_keras.svg" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">Keras</div></div></div><div class="integrations-gallery-grid-column tall"><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb55a" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5cad0999832adc23a260edba/5cad0999832adc19bc60ef21_tf.svg" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">TensorFlow</div></div><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb586" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0f70b3580da1e80cb249_huggingface.avif" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">HuggingFace</div></div><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb56b" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0f70b3580d2fcb0cb234_scikit.svg" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">Scikit Learn</div></div></div><div class="integrations-gallery-grid-column odd"><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb58c" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0f70b3580d00ad0cb244_rapids.avif" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">RAPIDS</div></div><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb591" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5ef80f29f5e27a87afdad2ec_fastai-logo-dark.avif" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">Fast.ai</div></div><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb5a2" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0f70b3580d27af0cb22b_jupyter.avif" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">Jupyter</div></div></div><div class="integrations-gallery-grid-column last"><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb59c" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0f70b3580d24ca0cb229_Streamlit.avif" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">Streamlit</div></div><div data-w-id="0cc7b35b-ce2b-430a-4b2a-264b05cfb597" style="opacity:0" class="integrations-gallery-grid-item"><div class="integration-gallery-item-img-wrapper-copy"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/616f0f70b3580d08f70cb237_r.avif" loading="lazy" alt="" class="integrations-logo"/></div><div class="integrations-gallery-item-title">R</div></div></div></div></div></div></div><div id="features" class="feature-wrap"><div data-w-id="8835c03d-c084-e162-4d6b-6c0de01773b9" style="-webkit-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-moz-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);-ms-transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);transform:translate3d(0, 40PX, 0) scale3d(1, 1, 1) rotateX(0) rotateY(0) rotateZ(0) skew(0, 0);opacity:0" class="feature-content"><div class="title-eyebrow violet">Scale effortlessly<br/></div><h3>Limitless computing power on demand</h3><h5>Simple management interface & API</h5><p>Easily launch a large cluster of compute nodes, zero DevOps required. Track realtime utilization across your team. Full <a href="https://docs.paperspace.com/core/api-reference/" target="_blank" class="inline-link-purple-bold">API access</a>. </p><h5>Lightning fast networking</h5><p>Each instance is connected to a 10 Gbps backend network with 1Gbps internet connectivity. </p><h5>The latest state-of-the-art infrastructure</h5><p>With one of the largest catalog of GPUs in the world, you always have access to the best hardware available.</p></div><div class="feature-image"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5efbb8a47a6d307b812c3d6f_security-03.avif" width="641" alt=""/></div></div></div></div></div></div><div class="section"><div class="container narrow-1000"><a href="/gpu-cloud-comparison" class="explore-card-bg w-inline-block"><div data-w-id="6defa206-604e-9963-785c-b890d747de0c" class="explore-card-description-wrap-reverse"><div class="tagline-alt">COMPARISON</div><h4 class="explore-card-header">Exploring different cloud GPU options?</h4><p class="explore-card-description">Check out The Ultimate Guide to Cloud GPU Providers!</p><ul role="list" class="list-checkbox"><li class="list-item-checkbox"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/613fdb94ba1fe15d396086e6_check-bullet-white.svg" alt="" class="checkbox-img"/><div class="checkbox-list-text">10+ GPU cloud providers analyzed (including AWS EC2, Azure, and more)<br/></div></li><li class="list-item-checkbox"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/613fdb94ba1fe15d396086e6_check-bullet-white.svg" alt="" class="checkbox-img"/><div class="checkbox-list-text">50+ GPU instances analyzed<br/></div></li><li class="list-item-checkbox"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/613fdb94ba1fe15d396086e6_check-bullet-white.svg" alt="" class="checkbox-img"/><div class="checkbox-list-text">Comprehensive comparisons across price, performance, and more<br/></div></li></ul><div class="row-inline"><div class="view-the-docs-link-alt">Check out the guide</div></div><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5dd65dc16f520d2d93b694aa_arrow-angled2.png" width="14" alt="" class="arrow-external-link"/></div></a></div></div><div class="section"><div class="container narrow-850"><a href="https://docs.paperspace.com" target="_blank" class="sample-and-docs-card-bg w-inline-block"><div class="product-tile-img-bg-gradient"></div><div data-w-id="3bf01ee6-e056-196f-dddd-4256cf98e4fc" class="product-tiles-content-wrapper"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/6170447400a573e9c8dace86_support.svg" loading="lazy" alt="" class="docs-icon"/><h4>Documentation</h4><p class="subheading">Learn how to build with Paperspace products.<br/></p><div class="row-inline"><div class="view-the-docs-link">View the docs</div></div><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5dd65dc16f520d2d93b694aa_arrow-angled2.png" width="14" alt="" class="arrow-external-link"/></div></a><a href="https://docs.paperspace.com/" target="_blank" class="explore-card-bg w-inline-block"><div class="view-docs-bg-img"></div><div data-w-id="76093b99-1eae-49e0-0bcb-58927a0795ad" class="explore-card-description-wrap"><div class="tagline">Documentation</div><h3>Explore the docs</h3><p class="explore-card-description">Learn how to build with Paperspace products.</p><ul role="list" class="list-checkbox"><li class="list-item-checkbox"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/613fdb94ba1fe15d396086e6_check-bullet-white.svg" alt="" class="checkbox-img"/><div class="checkbox-list-text">Quickstart guide<br/></div></li><li class="list-item-checkbox"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/613fdb94ba1fe15d396086e6_check-bullet-white.svg" alt="" class="checkbox-img"/><div class="checkbox-list-text">Machine types<br/></div></li><li class="list-item-checkbox"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/613fdb94ba1fe15d396086e6_check-bullet-white.svg" alt="" class="checkbox-img"/><div class="checkbox-list-text">Team management<br/></div></li></ul><div class="row-inline hide"><div class="view-the-docs-link">View the docs</div></div><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/5dd65dc16f520d2d93b694aa_arrow-angled2.png" width="14" alt="" class="arrow-external-link"/></div></a></div></div><div class="section"><div class="container"><div class="w-layout-grid grid-halves"><a href="https://www.paperspace.com/pricing?tab=core-plans" class="community-and-support-box w-inline-block"><img src="https://cdn.prod.website-files.com/5db99670374d1d829291af4f/6170447400a573411edace85_community.svg" loading="lazy" alt="" class="community-and-support-icon"/><h2 class="medium-heading">Pricing</h2><div>Browse our catalog of low-cost GPUs</div><img 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