Large-Scale Evolution of Image Classifiers

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</button> </div> </div> </div> <div class="glue-header__drawer-backdrop"> <div class="glue-header__mobile_close"> <button class="glue-header__drawer-toggle-btn js-mobile-nav-close" aria-label="Close the navigation drawer"> <svg class="glue-icon glue-icon--24px" role="presentation" aria-hidden="true"> <use href="/gr/static/assets/icons/glue-icons.svg#close"></use> </svg> </button> </div> </div> </header> <main id="page-content"> <section class="basic-hero basic-hero--publication --theme-dark" data-gt-id="basic_hero" data-gt-component-name=""> <div class="glue-page"> <nav class="glue-breadcrumbs" aria-label="Breadcrumbs"> <ol class="glue-breadcrumbs__list"> <li class="glue-breadcrumbs__item"> <a class="glue-breadcrumbs__link attribution" href="/">Home</a> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#chevron-right"></use> </svg> </li> <li class="glue-breadcrumbs__item"> <a class="glue-breadcrumbs__link attribution" 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class="basic-hero--publication__authors__spacer"></div> <div class="basic-hero--publication__authors__item"> Yutaka Leon Suematsu </div> <div class="basic-hero--publication__authors__spacer"></div> <div class="basic-hero--publication__authors__item"> <a href="/people/quocle/">Quoc Le</a> </div> <div class="basic-hero--publication__authors__spacer"></div> <div class="basic-hero--publication__authors__item"> <a href="/people/alexeykurakin/">Alex Kurakin</a> </div> <div class="basic-hero--publication__authors__spacer"></div> <div class="basic-hero--publication__authors__item"> ICML (2017) </div> </div> <div class="basic-hero--publication__buttons"> <a class="glue-button glue-button--high-emphasis glue-button--reversed glue-button--icon" href="https://arxiv.org/abs/1703.01041" target="_blank" rel="noreferrer noopener"> <svg role="presentation" aria-hidden="true" class="glue-icon "> <use href="/gr/static/assets/icons/glue-icons.svg#file-download"></use> </svg> <span class="js-gt-item-id">Download</span> </a> <a class="glue-button glue-button--medium-emphasis glue-button--reversed" href="https://scholar.google.com/scholar?lr&ie=UTF-8&oe=UTF-8&q=Large-Scale Evolution of Image Classifiers Esteban Real Sherry Moore Andrew Selle Saurabh Saxena Yutaka Leon Suematsu Quoc Le Alex Kurakin" target="_blank" rel="noreferrer noopener"> <span class="js-gt-item-id">Google Scholar</span> </a> <div class="glue-copy" glue-copy-success="copied!" glue-copy-fail="Press Ctrl+C or ⌘+C to copy"> <input class="glue-copy-value" type="text" value="@inproceedings{46122, title = {Large-Scale Evolution of Image Classifiers}, author = {Esteban Real and Sherry Moore and Andrew Selle and Saurabh Saxena and Yutaka Leon Suematsu and Quoc Le and Alex Kurakin}, year = {2017}, URL = {https://arxiv.org/abs/1703.01041} } " aria-label="URL" readonly> <button class="glue-button glue-button--medium-emphasis glue-button--reversed glue-copy-button" aria-live='polite'> <span 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Evolutionary algorithms provide a technique to discover such networks automatically. Despite significant computational requirements, we show that evolving models that rival large, hand-designed architectures is possible today. We employ simple evolutionary techniques at unprecedented scales to discover models for the CIFAR-10 and CIFAR-100 datasets, starting from trivial initial conditions. To do this, we use novel and intuitive mutation operators that navigate large search spaces. We stress that no human participation is required once evolution starts and that the output is a fully-trained model. Throughout this work, we place special emphasis on the repeatability of results, the variability in the outcomes and the computational requirements. </div> </div> </section> <section class="offset-two-up --theme-light"> <div class="glue-page glue-grid"> <div class="offset-two-up__left-col glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-3-lg"> <h3 class="offset-two-up__headline headline-3">Research Areas</h3> </div> <div class="glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-12-md glue-grid__col--span-9-lg"> <ul class="card-stack--small nested-glue-grid-override" data-gt-id="research_areas_small_card_stack" data-gt-component-name="Resarch Areas - Small Card Stack"> <li class="glue-grid__col glue-grid__col--span-6-md glue-grid__col--span-4-sm"> <a class="glue-card not-glue glue-card--small" href="https://research.google/research-areas/machine-intelligence/"> <div class="glue-card__inner"> <div class="glue-card__content"> <div 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Large-Scale Evolution of Image Classifiers