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Quantum AI Landing Page
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Explore D-Wave applications, events, and resources.</p> </div> <div class="menu-item-links menu__col--right"> <div class="row menu-items-row"> <div class="col-md-12 sub__menu--inner-col"> <div class="row"> <ul class="width-50-item " > <li class="submenu-item-info"> <a href="/learn/featured-applications/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Featured Applications </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/quantum-computing/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Quantum Computing </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/resource-library/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Resource Library </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/d-wave-s-approach/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> D-Wave's Approach </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/publications/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Publications </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/customer-success-stories/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Customer Success Stories </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/events-and-webinars/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Events & Webinars </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/learn/training/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Training </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> </ul> </div> </div> </div> </div> </div> </div> </div> </li> <li class="menu__item--block dropdown"> <a data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Build</a> <div class="sub_menu dropdown-menu"> <div class="container"> <div class="row submenu__col--divider"> <div class="col-md-4 menu-item-info"> <h3>Build</h3> <p>Unlock your quantum skills and start building quantum applications today</p> </div> <div class="menu-item-links menu__col--right"> <div class="row menu-items-row"> <div class="col-md-12 sub__menu--inner-col"> <div class="row"> <ul class="width-50-item " > <li class="submenu-item-info"> <a href="https://support.dwavesys.com/hc/en-us/community/topics" class="submenu-item-info__link" target="_blank"> <span class="submenu-item-info__link--header"> Community Forums <i class="fas fa-arrow-up new-window-arrow"></i> </span> <span class="submenu-item-info__link--desc"> Connect with and learn from other quantum developers. </span> </a> </li> <li class="submenu-item-info"> <a href="/build/getting-started/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Getting Started </span> <span class="submenu-item-info__link--desc"> Step-by-step approach to building quantum applications today. </span> </a> </li> <li class="submenu-item-info"> <a href="https://github.com/dwave-examples" class="submenu-item-info__link" target="_blank"> <span class="submenu-item-info__link--header"> Code Samples <i class="fas fa-arrow-up new-window-arrow"></i> </span> <span class="submenu-item-info__link--desc"> Search for and run working examples by industry, problem type, and tools or techniques. </span> </a> </li> <li class="submenu-item-info"> <a href="/solutions-and-products/developer/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Developer </span> <span class="submenu-item-info__link--desc"> Start here! </span> </a> </li> <li class="submenu-item-info"> <a href="https://docs.dwavesys.com/docs/latest/index.html" class="submenu-item-info__link" target="_blank"> <span class="submenu-item-info__link--header"> Documentation <i class="fas fa-arrow-up new-window-arrow"></i> </span> <span class="submenu-item-info__link--desc"> Find out more about D-Wave’s quantum technologies and how they work. </span> </a> </li> </ul> </div> </div> </div> </div> </div> </div> </div> </li> <li class="menu__item--block dropdown"> <a data-toggle="dropdown" aria-haspopup="true" aria-expanded="false">Company</a> <div class="sub_menu dropdown-menu"> <div class="container"> <div class="row submenu__col--divider"> <div class="col-md-4 menu-item-info"> <h3>Company</h3> <p>We are the practical quantum computing company. Learn more about who we are and what we do.</p> </div> <div class="menu-item-links menu__col--right"> <div class="row menu-items-row"> <div class="col-md-12 sub__menu--inner-col"> <div class="row"> <ul class="width-50-item " > <li class="submenu-item-info"> <a href="/learn/events-and-webinars/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Events & Webinars </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/company/about-d-wave/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> About D-Wave </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/company/newsroom/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Newsroom </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/company/leadership/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Leadership </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/company/media-resources/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Media Resources </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/company/careers/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Careers </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> <li class="submenu-item-info"> <a href="/company/contact/" class="submenu-item-info__link"> <span class="submenu-item-info__link--header"> Contact </span> <span class="submenu-item-info__link--desc"> </span> </a> </li> </ul> </div> </div> </div> </div> </div> </div> </div> </li> </ul> </div> <div class="right_btn"> <div class="right_arrow"> <a href="/build/getting-started/">Get Started<span><i class="fas fa-chevron-right"></i></span></a> </div> </div> </div> </div> </div> </div> </nav> <main role="main"> <div class="umb-grid"> <div class="grid-section"> <section class="grid__row-section "><div class="grid__container-outer " ><div class="grid__container container grid-container--wrapped "><div class="grid__container-inner p-5 "> <div class="row clearfix row-type--CenteredColumn"> <div class="grid__column col-lg-2 col-md-6 col-sm-6 column "> <div class="grid__component-wrapper " > <text> </text> </div> </div> <div class="grid__column col-lg-8 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <div class="eyebrow__label_dots">Quantum Computing for More Powerful, Efficient AI</div> <h1>Quantum AI</h1> <p> </p> <p style="font-weight: 400;">The AI industry has made impressive advancements but faces a computational challenge due to escalating power needs and costs. Quantum computing's integration with AI and ML could offer scalable, energy-efficient solutions to address these issues to potentially offer enhanced AI capabilities. Although in nascent stages, this integration could drive scientific innovation and provide a competitive edge.</p> <p style="font-weight: 400;">Quantum computers potentially outperform classical computers by speeding up workflows, enabling advanced generative AI models, and optimizing processes. With ongoing developments, these systems could solve larger, complex problems faster, reduce energy consumption and make AI and ML solutions more efficient.</p> </div> </div> <div class="grid__column col-lg-2 col-md-6 col-sm-6 column "> <div class="grid__component-wrapper " > <text> </text> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer " ><div class="grid__container container-fluid full-width grid-container--full-bleed"><div class="grid__container-inner "> <div class="row clearfix row-type--BladeFullWidth"> <div class="grid__column col-lg-12 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <div class="c-image-component "> <img src="/media/10vfbswy/ai-header.png" alt="AI Header" class="img-fluid " /> </div> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer mt-5 " ><div class="grid__container container grid-container--wrapped "><div class="grid__container-inner pb-5 "> <div class="row clearfix row-type--1Column"> <div class="grid__column col-lg-12 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <div class="row use-case-intro"> <div class="col-12 col-lg-4 intro"> <div class="eyebrow__label"></div> <div class="header"><h3 style="text-align: left;"><span class="headline-medium"><span class="headline-small headline-big">D-Wave's Quantum AI Development Initiative</span></span></h3></div> </div> <div class="col-12 col-lg-8 description"> <p style="font-weight: 400;">D-Wave is focused on advancing quantum AI solutions that draw upon the optimization capabilities of annealing quantum computing to help customers build more efficient, rapid, and energy-saving AI and machine learning workloads. D-Wave’s Quantum AI development initiative is exploring how to enhance pre-training optimization and model accuracy, which could provide significant advantages for businesses and researchers alike.</p> </div> </div> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer " ><div class="grid__container container-fluid full-width grid-container--full-bleed "><div class="grid__container-inner pt-4 pb-5 "> <div class="row clearfix row-type--BladeFullWidth"> <div class="grid__column col-lg-12 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <div class="customer-quote"> <div class="container"> <div class="row"> <div class="col-12"> <div class="quote"><h4 style="text-align: center;"><span class="headline-medium">“We’re seeing early evidence that annealing quantum computing could play a key role in helping AI/ML with more efficient model training, reduced energy consumption and faster time-to-solution.”</span></h4> <p> </p></div> <div class="customer"><p style="text-align: center;"><strong>— Dr. Alan Baratz, CEO of D-Wave</strong></p></div> </div> </div> </div> </div> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer " ><div class="grid__container container grid-container--wrapped"><div class="grid__container-inner "> <div class="row clearfix row-type--CenteredColumn"> <div class="grid__column col-lg-2 col-md-6 col-sm-6 column "> <div class="grid__component-wrapper " > <text> </text> </div> </div> <div class="grid__column col-lg-8 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <p style="font-weight: 400;"> </p> <h3 style="text-align: left;"><span class="headline-small headline-big">Satisfying the Demand for Quantum AI Applications</span></h3> <p> </p> <p style="font-weight: 400;"><span>Researchers in <strong>Jülich, Germany</strong>, used D-Wave’s quantum technology to develop a machine learning tool that predicts protein-DNA binding with greater accuracy than traditional methods. The team integrated quantum computing with support vector machines to achieve improved results in various metrics, significantly enhancing classification performance.</span><span> </span></p> <p style="font-weight: 400;"><span><strong>TRIUMF</strong>, Canada's particle accelerator center, and its partner institutions are showing significant speed-ups using D-Wave’s quantum computers over classical approaches for simulating high-energy particle-calorimeter interactions—potentially leading to major efficiencies where the AI model is used to create synthetic data.</span><span> </span></p> <p style="font-weight: 400;"><span><strong>Honda Innovation Lab and Tohoku University</strong> developed a method to fine-tune D-Wave’s quantum computers to generate highly accurate samples for training restricted Boltzmann machines (RBMs). This approach yielded better results than traditional algorithms.</span><span> </span></p> <p style="font-weight: 400;"> </p> </div> </div> <div class="grid__column col-lg-2 col-md-6 col-sm-6 column "> <div class="grid__component-wrapper " > <text> </text> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer " ><div class="grid__container container-fluid full-width grid-container--full-bleed"><div class="grid__container-inner "> <div class="row clearfix row-type--BladeFullWidth"> <div class="grid__column col-lg-12 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <div class="customer-quote"> <div class="container"> <div class="row"> <div class="col-12"> <div class="quote"><h4 style="text-align: center;"><span class="headline-medium">“We are trying to exploit creatively the strengths of the quantum annealer by basically using it as a sampler in a bigger, deep learning architecture. It seems that we can attack already the problems of relevant scale for solving this problem.” </span></h4> <p> </p></div> <div class="customer"><p style="text-align: center;"><strong>— Wojtek Fedorko, Deputy Department Head, Scientific Computing at TRIUMF</strong></p></div> </div> </div> </div> </div> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer " ><div class="grid__container container grid-container--wrapped"><div class="grid__container-inner "> <div class="row clearfix row-type--1Column"> <div class="grid__column col-lg-12 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper mt-5 " > <div class="row use-case-intro"> <div class="col-12 col-lg-4 intro"> <div class="eyebrow__label"></div> <div class="header"><h2><span class="headline-small">Be Part of Innovation's Next Chapter</span></h2> <p style="font-weight: 400;"> </p></div> </div> <div class="col-12 col-lg-8 description"> <p style="font-weight: 400;"> </p> <p style="font-weight: 400;">D-Wave's annealing quantum computers are redefining standards by surpassing classical techniques in specific optimization tasks. Our scientific achievements are laying a strong foundation for expanding Quantum AI capabilities, potentially paving the way for today’s inventors and innovators to explore the full potential of generative AI.</p> <p style="font-weight: 400;"> </p> </div> </div> </div> </div> </div> </div></div></div></section><section class="grid__row-section "><div class="grid__container-outer m-5 " ><div class="grid__container container grid-container--wrapped "><div class="grid__container-inner "> <div class="row clearfix row-type--CenteredColumn"> <div class="grid__column col-lg-2 col-md-6 col-sm-6 column "> <div class="grid__component-wrapper " > <text> </text> </div> </div> <div class="grid__column col-lg-8 col-md-12 col-sm-12 column "> <div class="grid__component-wrapper " > <h2 style="text-align: center;"><span class="headline-medium">Get Started Now</span></h2> <p style="text-align: center;">Schedule a consultation with our Professional Services team to explore the potential of quantum 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