Paperspace by DigitalOcean Blog

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border-radius: 4px; background-color: hsla(213.41176470588235, 100.00%, 50.00%, 1.00); -webkit-transition: all 200ms ease; transition: all 200ms ease; color: #fff; font-size: 16px; line-height: 30px; font-weight: 800; } .w-button { display: inline-block; padding: 9px 15px; background-color: #3898EC; color: white; border: 0; line-height: inherit; text-decoration: none; cursor: pointer; border-radius: 0; } .button.cc-cta.ctasales.footer-card { margin-top: 20px; margin-left: 20px; padding: 7.5px 24px; border-color: hsla(222.66666666666669, 0.00%, 100.00%, 1.00); -webkit-transition-property: all; transition-property: all; color: hsla(222.66666666666669, 0.00%, 100.00%, 1.00); font-size: 18px; font-weight: 600; border-radius: 6px; text-decoration: none !important; box-shadow: none; } .button.cc-cta.ctasales.footer-card:hover { box-shadow: 0 3px 8px 1px rgba(0, 16, 255, 0.15); } .button.cc-cta.ctasales { margin-right: 16px; border-style: solid; border-width: 1.5px; border-color: hsla(222.66666666666669, 78.26%, 54.90%, 1.00); background-color: transparent; color: hsla(222.66666666666669, 78.26%, 54.90%, 1.00); } @media screen and (max-width: 900px) { .speed-simplicity-img { display: none; } .speed-and-simplicity-card { padding: 35px 36px 44px !important; } .speed-simplicity-card-header-wrapper { max-width: 100%; } .button.white-bg { width: 100%; text-align: center; } .button.cc-cta.ctasales.footer-card { width: 100%; margin-top: 20px; margin-left: 0px; text-align: center; } .speed-simplicity-card-header-t { font-size: 23px !important; line-height: 1.5 !important; } } </style>  <style> .rog-card { width: 100%; padding: 21px 25px 23px; border-radius: 12px; /* background-image: -webkit-gradient(linear, left bottom, left top, from(#5655f6), to(#8d5cf6)); background-image: linear-gradient(0deg, #5655f6, #8d5cf6); */ background-color: #21262b; border: 1px solid #3a3a3a; box-shadow: 0 0 8px 0 rgba(0, 0, 0, .08), 0 20px 30px 0 rgba(0, 0, 0, .08); margin-bottom: 50px; margin-top: 17px; } .rog-columns { display: -webkit-box; display: -webkit-flex; display: -ms-flexbox; display: flex; -webkit-flex-wrap: wrap; -ms-flex-wrap: wrap; flex-wrap: wrap; -webkit-box-align: center; -webkit-align-items: center; -ms-flex-align: center; align-items: center; flex-direction: row; justify-content: space-between; line-height: 1.6em; } .w-container .w-row { margin-left: -10px; margin-right: -10px; } .w-col-7 { max-width: 55%; } .w-col { position: relative; min-height: 1px; } .w-col-5 { max-width: 40%; } .rog-heading { margin-top: 10px !important; margin-bottom: 10px !important; color: #fff !important; font-size: 1.25em; font-weight: 600 !important; text-align: left; font-size: 27px !important; line-height: 1.4 !important; } .column.w-col.w-col-5 { justify-content: right; display: flex; } .rog-button { padding: 14px 28px; background-color: #383bec !important; background-image: linear-gradient(-45deg, #ee7752, #e73c7e); -webkit-transition: all 200ms ease; transition: all 200ms ease; font-family: "Poppins", Helvetica, Arial, sans-serif; color: ##fff !important; font-size: 17px; font-weight: 600; text-align: center; text-decoration: none!important; border-radius: 6px; } .rog-button:hover { box-shadow: 0 3px 8px 1px rgba(255, 0, 196, 0.49); } @media screen and (max-width: 479px) { .rog-button { display: block; padding: 12px 8px; line-height: 1.3em; } .rog-heading { font-size: 25px!important; } .w-col.w-col-7 { max-width: none; margin-bottom: 10px; } .column.w-col.w-col-5 { max-width: 60%; margin-bottom: 10px; } .w-col { width: 100% !important; } .w-col-7 { width: 100% !important; } } </style>  <style> .customer-pullquote-container { display: grid; align-items: center; background-color: #fff; border: 3px solid black; border-radius: 5px; } .customer-pullquote-image { grid-column-start: 1; grid-column-end: 2; padding: 25px; } .customer-pullquote-image img { max-height: 250px; width: auto; border-radius: 10px; } .customer-pullquote-quote { grid-column-start: 2; grid-column-end: 3; padding: 25px; color: black; font-size: 16px; font-weight: 200; text-align: left; } .customer-pullquote-quote-attribution { font-size: 20px; font-weight: 400; } .logo-learn-more-container { display: grid; align-items: center; border: 3px solid #fff; grid-template-columns: repeat(5, 1fr); } .logo-learn-more-logo { grid-column-start: 1; grid-column-end: 1; justify-self: center; padding: 10px; } .logo-learn-more-logo img { max-width: 100px; } .logo-learn-more-text { grid-column-start: 2; grid-column-end: 6; font-style: italic; } @media screen and (max-width: 900px) { .customer-pullquote-container { grid-template-columns: 1; grid-template-rows: 2; } .customer-pullquote-image { grid-column-start: 1; grid-column-end: 1; grid-row-start: 1; grid-row-end: 1; } .customer-pullquote-quote { grid-column-start: 1; grid-column-end: 1; grid-row-start: 2; grid-row-end: 2; } } blockquote { border: none; } </style> <style> :root { --accent-color: var(--ghost-accent-color); } </style> <style> [theme-mode="dark"] { --accent-color: #896bff; } </style> <style> /* These font-faces are here to make fonts work if the Ghost instance is installed in a subdirectory */ /* Poppins regular */ @font-face { font-family: 'Poppins'; font-style: normal; font-weight: 400; font-display: swap; src: local('Poppins Regular'), local('Poppins-Regular'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-regular.woff2?v=c1127a06b8") format('woff2'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-regular.woff?v=c1127a06b8") format('woff'); } /* Poppins italic */ @font-face { font-family: 'Poppins'; font-style: italic; font-weight: 400; font-display: swap; src: local('Poppins Italic'), local('Poppins-Italic'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-italic.woff2?v=c1127a06b8") format('woff2'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-italic.woff?v=c1127a06b8") format('woff'); } /* Poppins 500 */ @font-face { font-family: 'Poppins'; font-style: normal; font-weight: 500; font-display: swap; src: local('Poppins Medium'), local('Poppins-Medium'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-500.woff2?v=c1127a06b8") format('woff2'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-500.woff?v=c1127a06b8") format('woff'); } /* Poppins 600 */ @font-face { font-family: 'Poppins'; font-style: normal; font-weight: 600; font-display: swap; src: local('Poppins SemiBold'), local('Poppins-SemiBold'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-600.woff2?v=c1127a06b8") format('woff2'), url("https://blog.paperspace.com/assets/fonts/poppins/poppins-600.woff?v=c1127a06b8") format('woff'); } /* Firma iconfont */ @font-face { font-family: 'firma'; font-weight: normal; font-style: normal; font-display: swap; src: url("https://blog.paperspace.com/assets/fonts/firma/firma.eot?v=c1127a06b8"); src: url("https://blog.paperspace.com/assets/fonts/firma/firma.eot?v=c1127a06b8") format('embedded-opentype'), url("https://blog.paperspace.com/assets/fonts/firma/firma.woff2?v=c1127a06b8") format('woff2'), url("https://blog.paperspace.com/assets/fonts/firma/firma.woff?v=c1127a06b8") format('woff'), url("https://blog.paperspace.com/assets/fonts/firma/firma.ttf?v=c1127a06b8") format('truetype'), url("https://blog.paperspace.com/assets/fonts/firma/firma.svg?v=c1127a06b8") format('svg'); } </style> <script> if (typeof Storage !== 'undefined') { const savedThemeMode = localStorage.getItem('firma-theme-mode'); const html = document.querySelector('html'); if (savedThemeMode && savedThemeMode !== 'system') { html.setAttribute('theme-mode', savedThemeMode); } else { const isSystemDark = window.matchMedia && window.matchMedia('(prefers-color-scheme: dark)').matches; const themeMode = isSystemDark ? 'dark' : 'light'; html.setAttribute('theme-mode', themeMode); } } </script> </head> <body class="home-template"> <div class="f-main-container"> <div data-animation="default" class="navbar w-nav" data-easing2="ease-out" data-easing="ease-out" data-collapse="medium" role="banner" data-no-scroll="1" data-duration="300" data-doc-height="1"> <div data-w-id="04749778-fe5c-53b2-1bd2-25b01d37d6f3" class="nav-border-bottom-trigger"></div> <div class="fixed-nav"> <div class="announcement-banner"> <a href="https://www.digitalocean.com/blog/gpus-digitalocean-ai-ml-roadmap" 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://uploads-ssl.webflow.com/5cad0999832adc23a260edba/5cad0999832adc34e260ee24_arrow-left-white.svg" alt="" class="right-arrow"> <div class="nav-announcement-read-more"> Learn more</div> </a> </div> <div class="nav-holder"> <div class="navigation 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class="list-nav-global w-list-unstyled"> <li data-w-id="69ed527b-bc87-1b0f-49fc-86ad2155a835"> <div href="#" class="dropbown-product-wrapper w-clearfix"> <a href="https://gradient.run/" class="nav-primary-link-block w-inline-block"> <div class="nav-product-wrap hide"><img src="images/logo_gradient_circle.svg" width="63" alt="" class="product-logo-img nav"> <div class="product-name">Gradient</div> </div> <p class="nav-description">Build, train, deploy, and manage AI models.</p> </a> <div class="nav-product-logo-holder hide"><img src="images/Gradient.png" alt="" class="nav-product-image"></div><img src="images/Artboard-1-copy-5.svg" alt="" class="dropdown-product-icons hide"> <div class="nav-vert-line hide"></div> <div class="nav-subproduct-wrap"> <div class="nav-core-subproduct"> <a href="https://www.paperspace.com/gradient/notebooks" class="link-arrow w-inline-block"> <div class="byline-text dark nav">Notebooks</div><img 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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"> <a href="https://www.paperspace.com/core" class="nav-primary-link-block w-inline-block"> <div class="nav-product-wrap hide"><img src="images/CORE_logo-dark.png" width="63" alt="" class="product-logo-img nav"> <div class="product-name">Core</div> </div> <p class="nav-description">Effortless infrastructure on-demand.<br></p> </a> <div class="nav-product-logo-holder hide"><img src="images/core-logo-mixed-dark.png" alt="" class="nav-product-image"></div><img src="images/Artboard-1-copy-4.svg" alt="" class="dropdown-product-icons hide"> <div class="nav-vert-line hide"></div> <div class="nav-subproduct-wrap"> <div class="nav-core-subproduct"> <a href="https://www.paperspace.com/gpu-cloud" class="link-arrow w-inline-block"><img src="images/ubuntu-logo.png" loading="lazy" alt="" class="os-logo invert s hide"> <div class="byline-text dark nav">GPU cloud</div><img src="https://uploads-ssl.webflow.com/5eaa1464031f7c15343019ee/5eaa14654a9903bc09326d31_icon-chevron-right.svg" alt="" class="space-left-extra-small purple low-opacity"> </a> </div> <div class="nav-core-subproduct hide"> <a href="https://workstream.paperspace.com/" class="link-arrow w-inline-block"><img src="images/windows-logo.png" loading="lazy" alt="" class="os-logo s"> <div class="byline-text dark nav">Windows Desktop</div><img src="https://uploads-ssl.webflow.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-86ad2155a86d" class="hide"> <a href="https://workstream.paperspace.com" class="dropbown-product-wrapper w-inline-block w-clearfix"><img src="images/Artboard-1-copy-3.svg" alt="" class="dropdown-product-icons hide"> <div class="nav-product-logo-holder"><img src="images/Workstream-logo-mixed.png" 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"> <h1 class="nav-heading">SOLUTIONS</h1> <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="https://www.paperspace.com/gradient" class="link-block w-inline-block"> <div class="nav-link dropdown subproduct">Machine Learning</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="https://www.paperspace.com/gpu-cloud" class="link-block w-inline-block"> <div class="nav-link dropdown subproduct">GPU Infrastructure</div> <p class="nav-description-subgroup">Power accelerated applications with modern infrastructure.</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 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created by the Paperspace internal research team and community</p> <a href="https://blog.paperspace.com/signup" class="f-button primary medium" > Sign up now <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> </div> </div> <div class="f-hero__mobile-shape"> <svg xmlns="http://www.w3.org/2000/svg" width="375" height="50" viewBox="0 0 375 50" preserveAspectRatio="none" aria-hidden="true" > <path fill-rule="evenodd" d="M0,550 L375,550 L375,500 C312.5,516.666667 250,525 187.5,525 C125,525 62.5,516.666667 0,500 L0,550 Z" transform="translate(0 -500)" class="shape-fill" /> </svg> </div> </section> <div class="f-standard-wrapper"> <div class="f-posts-container"> <article class="f-latest-post post tag-stable-diffusion tag-computer-vision post-access-public " > <div class="f-latest-post__image-container"> <span class="f-latest-post__label for-mobile"> Latest </span> <a href="/fine-tune-flux-schnell-dev/" class="f-latest-post__image" aria-hidden="true" tabindex="-1" > <img 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cloud. </p> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/james/" class="f-avatar in-post-card " aria-label="James Skelton's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2021/11/IMG_2678.jpeg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/james/">James Skelton</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </article> <article class="f-post-card post tag-paper-review tag-theory no-image post-access-public no-image " > <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/paper-review/" class="f-post-card__tag"> Paper Review <span class="icon-chevron-right" aria-hidden="true"></span> </a> <span class="f-access-tag border in-post-card-header public"> public </span> </div> <a href="/exploring-the-convergence-of-artificial-intelligence-and-neuroscience/" class="f-post-card__title"> <h2>Exploring the Convergence of Artificial Intelligence and Neuroscience</h2> </a> <p class="f-post-card__excerpt">In this article we examine how AI technologies have improved various areas in Neuroscience research and study. </p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/adrien/" class="f-avatar in-post-card " aria-label="Adrien Payong's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2024/11/Photo-1.jpg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/adrien/">Adrien Payong</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post tag-quantization tag-large-language-models tag-diffusion-models post-access-public " > <a href="/optimizing-ai-models-with-quanto-on-h100-gpus/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/Frame-46.png" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/quantization/" class="f-post-card__tag"> quantization <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> <a href="/optimizing-ai-models-with-quanto-on-h100-gpus/" class="f-post-card__title"> <h2>Optimizing AI Models with Quanto on H100 GPUs</h2> </a> <p class="f-post-card__excerpt">In this article discover Quanto a powerful quantization technique designed to optimize deep learning models without compromising the performance of the model. </p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/shaoni-2/" class="f-avatar in-post-card " aria-label="Shaoni Mukherjee's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2023/10/WhatsApp-Image-2023-09-26-at-2.56.12-PM.jpeg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/shaoni-2/">Shaoni Mukherjee</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post tag-gpu post-access-public " > <a href="/divide-and-conquer-the-role-of-warps-in-parallel-processing/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/ljhgfc.png" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/gpu/" class="f-post-card__tag"> GPU <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> <a href="/divide-and-conquer-the-role-of-warps-in-parallel-processing/" class="f-post-card__title"> <h2>Divide and Conquer: The Role of Warps in Parallel Processing</h2> </a> <p class="f-post-card__excerpt">In this review, we look at the role of warps in parallel processing in GPUs to try and understand what our machines are doing under the hood when training AI models. </p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/melani/" class="f-avatar in-post-card " aria-label="Melani Maheswaran's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2024/06/prof-pic--.jpeg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/melani/">Melani Maheswaran</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post tag-natural-language-processing tag-large-language-models tag-tutorial post-access-public " > <a href="/enhancing-nlp-robustness-with-textattack-2/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/Banner-Option-1--1-.png" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/natural-language-processing/" class="f-post-card__tag"> NLP <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> <a href="/enhancing-nlp-robustness-with-textattack-2/" class="f-post-card__title"> <h2>Exploring the TextAttack Framework: Components, Features, and Practical Applications</h2> </a> <p class="f-post-card__excerpt">In this tutorial, we look at the TextAttack framework for NLP data augmentation, adversarial training, and adversarial attacks.</p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/adrien/" class="f-avatar in-post-card " aria-label="Adrien Payong's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2024/11/Photo-1.jpg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/adrien/">Adrien Payong</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post tag-computer-vision tag-vision-model post-access-public " > <a href="/text-labeling-and-image-resolution-with-the-monkey-chat-vision-model-2/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/Banner-Option-1-1.png" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/computer-vision/" class="f-post-card__tag"> Computer Vision <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> <a href="/text-labeling-and-image-resolution-with-the-monkey-chat-vision-model-2/" class="f-post-card__title"> <h2>Text Labeling and Image Resolution with the Monkey Chat Vision Model and DigitalOcean+Paperspace GPUs 🐒</h2> </a> <p class="f-post-card__excerpt">The Monkey Vision model, when combined with DigitalOcean + Paperspace's cloud GPUs, excels in generating detailed image captions and analyzing images through the Monkey Chat Vision model.</p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/shaoni-2/" class="f-avatar in-post-card " aria-label="Shaoni Mukherjee's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2023/10/WhatsApp-Image-2023-09-26-at-2.56.12-PM.jpeg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/shaoni-2/">Shaoni Mukherjee</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post tag-computer-vision tag-deep-learning tag-tutorial post-access-public " > <a href="/understanding-adversarial-attacks-using-fast-gradient-sign-method/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/Group-4415-2.png" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/computer-vision/" class="f-post-card__tag"> Computer Vision <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> <a href="/understanding-adversarial-attacks-using-fast-gradient-sign-method/" class="f-post-card__title"> <h2>Understanding Adversarial Attacks Using Fast Gradient Sign Method</h2> </a> <p class="f-post-card__excerpt">In this tutorial, we use Gradio to examine adversarial attacks and their potential for misdirecting models towards making inaccurate predictions. </p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/adrien/" class="f-avatar in-post-card " aria-label="Adrien Payong's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2024/11/Photo-1.jpg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/adrien/">Adrien Payong</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post post-access-public " > <a href="/codegen-a-transformative-open-source-language-model-for-versatile-program-synthesis/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/sdfs.png" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> </div> <a href="/codegen-a-transformative-open-source-language-model-for-versatile-program-synthesis/" class="f-post-card__title"> <h2>CODEGEN: A Transformative Open-Source Language Model for Versatile Program Synthesis</h2> </a> <p class="f-post-card__excerpt">In this tutorial, we discuss CODEGEN, one of the hottest Language Modeling projects tackling code generation. </p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/adrien/" class="f-avatar in-post-card " aria-label="Adrien Payong's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2024/11/Photo-1.jpg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/adrien/">Adrien Payong</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> <article class="f-post-card post tag-stable-diffusion tag-computer-vision tag-generative-models tag-tutorial post-access-public last" > <a href="/flux/" class="f-post-card__image" aria-hidden="true" tabindex="-1" > <img data-src="/content/images/size/w750/2024/08/image-15-.webp" alt="" class="lazy" width="335" height="200" > <span class="f-access-tag in-post-card-image public"> public </span> </a> <div class="f-post-card__body"> <div class="f-post-card__body__top"> <div class="f-post-card__header"> <a href="https://blog.paperspace.com/tag/stable-diffusion/" class="f-post-card__tag"> Stable Diffusion <span class="icon-chevron-right" aria-hidden="true"></span> </a> </div> <a href="/flux/" class="f-post-card__title"> <h2>FLUX Image Generation with DigitalOcean</h2> </a> <p class="f-post-card__excerpt">In this article, we show how to use FLUX image generation models with Paperspace H100s.</p> </div> <div class="f-post-card__body__bottom"> <div class="f-post-card__metas"> <div class="f-post-card__author"> <a href="https://blog.paperspace.com/author/james/" class="f-avatar in-post-card " aria-label="James Skelton's profile'" aria-haspopup="false" > <img data-src="/content/images/size/w50/2021/11/IMG_2678.jpeg" alt="" class="lazy" width="32" height="32" > </a> <span> By <a href="https://blog.paperspace.com/author/james/">James Skelton</a> </span> </div> <span class="f-post-card__metas-divider">•</span> <span class="f-post-card__date"> 8 months ago </span> </div> </div> </div> </article> </div> <nav class="f-pagination more-space" role="navigation" aria-label="Pagination" > <a href="/page/2/" class="f-pagination__link"> <span class="f-pagination__label"> Next </span> <span class="f-pagination__button next" aria-hidden="true"> <span class="icon-arrow-right"></span> </span> </a> </nav> </div> </main> <section class="f-newsletter" aria-label="Newsletter form"> <div 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