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LLMsFrom Loops to Layers: Understanding and Implementing Self-Attention in Transformers from the Ground… Building the core mechanism behind ChatGPT and other language models, one line of code at a ti...<br><br><a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/pytorch" target="_blank">#pytorch</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/machine-learning" target="_blank">#machine-learning</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/deep-learning" target="_blank">#deep-learning</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/transformers" target="_blank">#transformers</a> <a rel="nofollow noopener" class="mention hashtag" href="https://mastodon.social/tags/naturallanguageprocessing" target="_blank">#naturallanguageprocessing</a><br><br><a href="https://medium.com/@kattungadinesh147/from-loops-to-layers-understanding-and-implementing-self-attention-in-transformers-from-scratch-92bafc27f086?source=rss------machine_learning-5" rel="nofollow noopener" target="_blank">Origin</a> | <a href="https://awakari.com/sub-details.html?id=LLMs" rel="nofollow noopener" target="_blank">Interest</a> | <a href="https://awakari.com/pub-msg.html?id=JJLEBZee5OUjwTHHK2RAgiOa1NA&amp;interestId=LLMs" rel="nofollow noopener" target="_blank">Match</a>
Leanpub<p>From the Leanpub Blog: The Leanpub Podcast 🎙️ Feat. Andriy Burkov, Author of The Hundred-Page Language Models Book and The Hundred-Page Language Models Course </p><p><a href="https://leanpub.com/blog/the-leanpub-podcast-feat-andriy-burkov-author-of-the-hundred-page-language-models-book-and-the-hundred-page-language-models-course" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">leanpub.com/blog/the-leanpub-p</span><span class="invisible">odcast-feat-andriy-burkov-author-of-the-hundred-page-language-models-book-and-the-hundred-page-language-models-course</span></a></p><p>Course Link: <a href="https://leanpub.com/c/theLMcourse" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">leanpub.com/c/theLMcourse</span><span class="invisible"></span></a></p><p>Book Link: <a href="https://leanpub.com/theLMbook" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">leanpub.com/theLMbook</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/books" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>books</span></a> <a href="https://mastodon.social/tags/leanpublishing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>leanpublishing</span></a> <a href="https://mastodon.social/tags/selfpublishing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>selfpublishing</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/AGI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AGI</span></a> <a href="https://mastodon.social/tags/TechBooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechBooks</span></a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://mastodon.social/tags/LeanpubPodcast" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LeanpubPodcast</span></a></p>
Leanpub<p>From the Leanpub Blog: Leanpub Course LAUNCH 🚀 The Hundred-Page Language Models Course by Andriy Burkov</p><p><a href="https://leanpub.com/blog/leanpub-course-launch-the-hundred-page-language-models-course-by-andriy-burkov-2" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">leanpub.com/blog/leanpub-cours</span><span class="invisible">e-launch-the-hundred-page-language-models-course-by-andriy-burkov-2</span></a></p><p><a href="https://mastodon.social/tags/books" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>books</span></a> <a href="https://mastodon.social/tags/ebooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ebooks</span></a> <a href="https://mastodon.social/tags/booklaunch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>booklaunch</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/AGI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AGI</span></a> <a href="https://mastodon.social/tags/TechBooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechBooks</span></a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a></p>
Leanpub<p>From the Leanpub Blog: Leanpub Course LAUNCH 🚀 The Hundred-Page Language Models Course by Andriy Burkov</p><p><a href="https://leanpub.com/blog/leanpub-course-launch-the-hundred-page-language-models-course-by-andriy-burkov-2" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">leanpub.com/blog/leanpub-cours</span><span class="invisible">e-launch-the-hundred-page-language-models-course-by-andriy-burkov-2</span></a></p><p><a href="https://mastodon.social/tags/books" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>books</span></a> <a href="https://mastodon.social/tags/ebooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ebooks</span></a> <a href="https://mastodon.social/tags/booklaunch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>booklaunch</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/AGI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AGI</span></a> <a href="https://mastodon.social/tags/TechBooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechBooks</span></a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a></p>
Leanpub<p>Leanpub Course LAUNCH 🚀 The Hundred-Page Language Models Course: Hands-on with PyTorch by Andriy Burkov</p><p>Watch here: <a href="https://youtu.be/r2EEBL59tLI" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/r2EEBL59tLI</span><span class="invisible"></span></a></p><p>Course Link: <a href="https://leanpub.com/c/theLMcourse" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">leanpub.com/c/theLMcourse</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/books" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>books</span></a> <a href="https://mastodon.social/tags/ebooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ebooks</span></a> <a href="https://mastodon.social/tags/booklaunch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>booklaunch</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/AGI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AGI</span></a> <a href="https://mastodon.social/tags/TechBooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechBooks</span></a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a></p>
Leanpub<p>From the Leanpub Blog: The Leanpub Podcast 🎙️ Feat. Andriy Burkov, Author of The Hundred-Page Language Models Book and The Hundred-Page Language Models Course </p><p><a href="https://leanpub.com/blog/the-leanpub-podcast-feat-andriy-burkov-author-of-the-hundred-page-language-models-book-and-the-hundred-page-language-models-course" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">leanpub.com/blog/the-leanpub-p</span><span class="invisible">odcast-feat-andriy-burkov-author-of-the-hundred-page-language-models-book-and-the-hundred-page-language-models-course</span></a></p><p>Course Link: <a href="https://leanpub.com/c/theLMcourse" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">leanpub.com/c/theLMcourse</span><span class="invisible"></span></a></p><p>Book Link: <a href="https://leanpub.com/theLMbook" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">leanpub.com/theLMbook</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/books" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>books</span></a> <a href="https://mastodon.social/tags/leanpublishing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>leanpublishing</span></a> <a href="https://mastodon.social/tags/selfpublishing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>selfpublishing</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/AGI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AGI</span></a> <a href="https://mastodon.social/tags/TechBooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechBooks</span></a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://mastodon.social/tags/LeanpubPodcast" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LeanpubPodcast</span></a></p>
Leanpub<p>NEW! A Leanpub Podcast Interview 🎙️ Feat. Andriy Burkov, Author of The Hundred-Page Language Models Book and The Hundred-Page Language Models Course</p><p>Watch here: <a href="https://youtu.be/oeNHnO4E0RU" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">youtu.be/oeNHnO4E0RU</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/books" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>books</span></a> <a href="https://mastodon.social/tags/leanpublishing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>leanpublishing</span></a> <a href="https://mastodon.social/tags/selfpublishing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>selfpublishing</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DeepLearning</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/AGI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AGI</span></a> <a href="https://mastodon.social/tags/TechBooks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechBooks</span></a> <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://mastodon.social/tags/LeanpubPodcast" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LeanpubPodcast</span></a></p>
Jack Atkinson<p>At 11am BST today I'll be delivering a seminar in Leeds as part of the SciML series for the N8 CIR.</p><p>It will be about our FTorch software for coupling <a href="https://hachyderm.io/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> models to <a href="https://hachyderm.io/tags/Fortran" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Fortran</span></a> <br>codes to facilitate hybrid modelling.</p><p>You can register for the stream here: <a href="https://www.eventbrite.co.uk/e/ftorch-a-library-for-coupling-pytorch-models-to-fortran-tickets-1468959069119" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">eventbrite.co.uk/e/ftorch-a-li</span><span class="invisible">brary-for-coupling-pytorch-models-to-fortran-tickets-1468959069119</span></a> and I'll post the slides later today.</p>
GripNews<p>🌘 TorchLeet – PyTorch 實戰練習集<br>➤ 從基礎到進階,用 PyTorch 挑戰你的深度學習技能<br>✤ <a href="https://github.com/Exorust/TorchLeet" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/Exorust/TorchLeet</span><span class="invisible"></span></a><br>TorchLeet 是一個 GitHub 專案,提供 PyTorch 相關的程式練習題,涵蓋從基礎到進階的深度學習概念,包括卷積神經網路 (CNN)、遞迴神經網路 (RNN)、生成對抗網路 (GAN) 以及大型語言模型 (LLM)。 專案分為「問題集」和「LLM 集」,提供不同程度的挑戰,並鼓勵使用者自行解決問題以深入理解 PyTorch。 題目附有部分程式碼和待完成部分,以及對應的解答,方便學習和實踐。<br>+ 這樣的資源太棒了!對於想深入瞭解 PyTorch 的人來說,比起只看理論,實際動手做更有幫助。<br>+ LLM 的練習題很吸引人,正好可以跟上最新的技術趨勢,而且提供逐步實作的指引,很有學習價值。<br><a href="https://mastodon.social/tags/%E6%A9%9F%E5%99%A8%E5%AD%B8%E7%BF%92" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>機器學習</span></a> <a href="https://mastodon.social/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://mastodon.social/tags/LeetCode" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LeetCode</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a></p>
:rss: DevelopersIO<p>ECS on EC2でGPUとCPUの簡易ベンチマークを測定してみた<br><a href="https://dev.classmethod.jp/articles/2025-07-10-ecs-on-ec2-gpu-cpu-benchmark/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">dev.classmethod.jp/articles/20</span><span class="invisible">25-07-10-ecs-on-ec2-gpu-cpu-benchmark/</span></a></p><p><a href="https://rss-mstdn.studiofreesia.com/tags/dev_classmethod" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dev_classmethod</span></a> <a href="https://rss-mstdn.studiofreesia.com/tags/GPU" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GPU</span></a> <a href="https://rss-mstdn.studiofreesia.com/tags/PyTorch" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>PyTorch</span></a> <a href="https://rss-mstdn.studiofreesia.com/tags/ECS_on_EC2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ECS_on_EC2</span></a> <a href="https://rss-mstdn.studiofreesia.com/tags/Amazon_ECS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Amazon_ECS</span></a> <a href="https://rss-mstdn.studiofreesia.com/tags/Amazon_EC2" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Amazon_EC2</span></a></p>

Собираем MVP product search: дообучение E5 и веб-сервис для сравнения поисквых выдач

Что важнее: создать продукт , или доставить его до пользователя ? Оба этапа необходимы. Сегодня обсудим второй . Как нам построить поисковую e-com систему. Покажем, что в слово логистика товара входят сложные задачи не только: перевезти наушники из Китая в Америку , но и настройка поисковой выдачи по запросу. Быстро соберем поисковой MVP-сервис . Дообучим модель E5 на реальных данных от Amazon . Определим метрики качества и сравним BM25 , pretrain E5 и fine-tune E5 . Так же взглянем глазами с отладочной информацией и проанализируем изменения поисковых выдач . И под конец обсудим каких технологий еще не хватает и можно добавить, если возникают соответствующие трудности. Погрузиться в семантический поиск →

habr.com/ru/companies/datafeel

ХабрСобираем MVP product search: дообучение E5 и веб-сервис для сравнения поисковых выдачЧто важнее: создать продукт , или доставить его до пользователя ? Оба этапа необходимы. Сегодня обсудим второй . Как нам построить поисковую e-com систему. Покажем, что в слово логистика товара входят...

RecBole — «комбайн» на PyTorch для любых рекомендаций

Привет, Хабр! Сегодня разберём RecBole — универсальный фреймворк на PyTorch, который отвечает на три насущных вопроса любого ML-инженера рекомендаций: Как быстро обкатать десятки алгоритмов (от классического MF до SASRec и KGAT) на собственном датасете — без сотни скриптов? Как хранить все настройки в одном YAML, а не в трёх сотнях аргументов CLI? Как получить честное сравнение метрик и сразу вынести лучший чекпоинт в прод? Рассмотрим подробнее под катом.

habr.com/ru/companies/otus/art

ХабрRecBole — «комбайн» на PyTorch для любых рекомендацийПривет, Хабр! Сегодня разберём RecBole — универсальный фреймворк на PyTorch, который отвечает на три насущных вопроса любого ML-инженера рекомендаций: Как быстро обкатать десятки алгоритмов (от...
#ml#RecBole#PyTorch

Я построил Vision Transformer с нуля — и научил его обращать внимание

В этой статье я не просто объясню, что такое ViT — я покажу вам, как создать эту магию своими руками, шаг за шагом, даже если вы никогда раньше не работали с трансформерами для задач с изображениями.

habr.com/ru/articles/925050/

ХабрЯ построил Vision Transformer с нуля — и научил его обращать вниманиеVision Transformer (ViT) — это архитектура, которая буквально произвела революцию в том, как машины «видят» мир. В этой статье я не просто объясню, что такое ViT — я покажу вам, как создать эту магию...