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<div class="header-banner topBanner" data-type="header" style="display: block; position: sticky; top: 0; z-index: 999;">
<a data-source="216552" data-banner="226288" class="universal-notice js-universal-notice-notice universal-notice--webp universal-notice--bitrix universal-notice--active" href="https://skillbox.ru/sale/main/?utm_source=media&utm_medium=banners&utm_campaign=all_all_media_banners_banners_header_all_all_skillbox" target="_blank" style="--banner-bg: #5927E9;--banner-color: #fff;--button-font-color: #000000;--button-bg-color: #FFFFFF;--banner-img-left: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_left/602754/f9ac17dd-a1d4-46c6-aa14-4f7b949defd1.png);--banner-img-left-webp: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_left/602754/f9ac17dd-a1d4-46c6-aa14-4f7b949defd1.webp);--banner-img-center: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_center/602507/232fc4a5-b130-4af2-a629-bdb293a4dd2e.png);--banner-img-center-webp: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_center/602507/232fc4a5-b130-4af2-a629-bdb293a4dd2e.webp);--banner-img-center-mobile: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_center/602507/232fc4a5-b130-4af2-a629-bdb293a4dd2e.png);--banner-img-center-mobile-webp: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_center/602507/232fc4a5-b130-4af2-a629-bdb293a4dd2e.webp);--banner-img-right: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_right/602755/ad7a7fe5-b8d3-47a3-885b-51a7971c12a9.png);--banner-img-right-webp: url(https://cdn.skillbox.pro/mainsite/banners/promo_picture_right/602755/ad7a7fe5-b8d3-47a3-885b-51a7971c12a9.webp);">
<span class="universal-notice__wrapper">
<b class="universal-notice__title">
Скидка до 55% и 3 курса в подарок
</b>
<span class="universal-timer js-universal-notice-timer js-universal-notice-active">
<span class="universal-timer__days js-universal-notice-days">2 дня</span>
<span class="js-universal-notice-hours">13</span>
:<span class="js-universal-notice-minutes">30</span>
:<span class="js-universal-notice-seconds">09</span>
</span>
<span class="universal-notice__button">Выбрать курс</span>
</span>
</a><script>
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deadline.setDate(5);
deadline.setHours(0, 0, 0);
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const elHours = timer.querySelector('.js-universal-notice-hours');
const elMinutes = timer.querySelector('.js-universal-notice-minutes');
const elSeconds = timer.querySelector('.js-universal-notice-seconds');
// Функция обновления таймера
const updateTimer = () => {
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let diff = Math.max(0, deadline - now);
if (diff === 0) {
let lastDayOfMonth = new Date(now.getFullYear(), now.getMonth() + 1, 0);
let lastDay = lastDayOfMonth.getDate();
if (lastDay - now.getDate() < 4) {
deadline.setMonth(deadline.getMonth() + 1, 1);
} else {
deadline.setDate(deadline.getDate() + 4);
}
diff = Math.max(0, deadline - now);
}
// Time calculations for days, hours, minutes and seconds
var days = Math.floor(diff / (1000 * 60 * 60 * 24));
var hours = Math.floor((diff % (1000 * 60 * 60 * 24)) / (1000 * 60 * 60)).toString();
var minutes = Math.floor((diff % (1000 * 60 * 60)) / (1000 * 60)).toString();
var seconds = Math.floor((diff % (1000 * 60)) / 1000).toString();
if (timer) {
let dayTitles = ['день', 'дня', 'дней'];
let daySuffix = dayTitles[(days % 100 > 4 && days % 100 < 20) ? 2 : [2, 0, 1, 1, 1, 2][days % 10 < 5 ? days % 10 : 5]]
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elMinutes.innerHTML = minutes.padStart(2, '0');
elSeconds.innerHTML = seconds.padStart(2, '0');
}
};
updateTimer();
const timerId = setInterval(updateTimer, 1000);
});
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<h1 class="article-preview__title">Российские учёные представили датасет для обучения ИИ классификации минералов</h1>
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Редакция «Код» Skillbox Media </div>
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Онлайн-журнал для тех, кто влюблён в код и информационные технологии. Пишем для айтишников и об айтишниках. </div>
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<div class="stk-post stk-layout_12col_18068 stk-theme_26309" data-stk="{"images":[{"id":61925,"alt":"","caption":""}]}" data-ui-id="post" data-ce-tag="post" data-reset-type="class" data-layout-type="auto" data-editor-version="3.2.8-rc1"><div class="stk-theme_26309__mb_15 stk-grid" data-ce-tag="grid"><div data-col-width="12" class="stk-grid-col stk-grid-col_last" data-ce-tag="grid-col"><p class="stk-theme_26309__mb_15 stk-reset" data-ce-tag="paragraph">
Российский институт искусственного интеллекта AIRI совместно с разработчиками из Sber AI, а также с исследователями МГУ и Минералогического музея имени А. Е. Ферсмана <a href="https://www.sciencedirect.com/science/article/abs/pii/S0098300423001188?via%3Dihub" target="_blank" class="stk-reset">представил</a> датасет для обучения нейросетей определению минералов по фото. Это поможет разрабатывать модели машинного обучения для быстрой классификации горных пород.
</p><h2 class="stk-theme_26309__style_large_header stk-reset" data-ce-tag="paragraph"><strong class="stk-reset">Для чего нужен такой набор данных?</strong></h2><p class="stk-reset" data-ce-tag="paragraph">
Исследователи рассказали, что всего известно около 6 тысяч разновидностей минералов. Из них только несколько сотен хорошо изучены и представляют ценность для промышленности. Такие породы активно добывают и перерабатывают. Остальные минералы настолько редкие, что не каждый геолог видел их вживую. Из-за этого процесс их классификации может затягиваться на несколько дней. За это время геологи успевают просмотреть фотографии наиболее похожих образцов и найти закономерности.
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С помощью представленного датасета можно разработать модель машинного обучения, которая сможет определять вид минерала по его фотографии. Система призвана освободить геологов от рутинных задач и минимизировать ошибки визуального анализа, при котором их количество может достигать 20%.
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Также с помощью датасета можно автоматически определять приблизительный размер образца. Система может предположить длину и ширину объекта по фотографии, и это позволяет быстро подобрать коробку для хранения минерала.
</p></div></div><div class="stk-theme_26309__mb_15 stk-grid" data-ce-tag="grid"><div data-col-width="12" class="stk-grid-col stk-grid-col_last" data-ce-tag="grid-col"><h2 class="stk-theme_26309__style_large_header stk-reset" data-ce-tag="paragraph"><strong class="stk-reset">Из чего состоит датасет?</strong></h2><p class="stk-reset" data-ce-tag="paragraph">
Для составления набора данных исследователи использовали коллекцию Минералогического музея имени А. Е. Ферсмана, в которой хранится более 170 тысяч образцов. За всё время существования музея удалось описать около 5 тысяч видов полезных ископаемых.
</p><figure class="stk-reset stk-image-figure" data-ce-tag="image-figure"><div class="stk-mask" data-ce-tag="mask"><img width="1540" src="/upload/setka_images/13284405092023_5c20dcbcfbab07ab6c2df7e27444d5ac2afca569.png" height="866" data-image-id="61925" data-image-name="1.png" loading="lazy" class="stk-image stk-reset"/></div><figcaption style="display:block" class="stk-reset stk-description" data-ce-tag="description">Пример таблицы данных из датасета<br>
<em class="stk-reset">Скриншот: Сергей Нестерук / «<a class="stk-reset" href="https://docs.yandex.ru/docs/view?url=ya-disk-public%3A%2F%2FS%2FXxRy1GQgHSG%2BXm2xFB3IaWqIXGS1x9%2Belq1TAz01aBHsAm745MHcF%2FAQXM1ip1q%2FJ6bpmRyOJonT3VoXnDag%3D%3D%3A%2Fminerals_full.csv&name=minerals_full.csv" target="_blank">Яндекс Диск</a>»</em></figcaption></figure><p class="stk-reset" data-ce-tag="paragraph">
Датасет опубликован на <a href="https://github.com/ai-forever/mineral-recognition" target="_blank" class="stk-reset" data-gtm-vis-has-fired-10171822_255="1">GitHub</a> и «<a href="https://disk.yandex.ru/d/KapicF_MEysifg" target="_blank" class="stk-reset" data-gtm-vis-has-fired-10171822_255="1">Яндекс Диске</a>». В каждой таблице содержатся изображения минералов, описание и название на русском и английском языках, размеры и данные для составления классификации. Архив весит около 6 Гб и доступен бесплатно.
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Больше интересного про код — в нашем <a class="stk-reset" href="https://t.me/skillbox_media_code" target="_blank">телеграм-канале</a>. Подписывайтесь!
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