#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
Language Learning Courses 📕
This section updates daily (some courses may expire fast), so save it and check it regularly.
You’ll find all kinds of language courses — not just English.
#LanguageLearning#English#Spanish#Learning#Courses
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📚Enrollment is open for the 2025–26 academic year!
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Lesson 19 of my Uzbek self-study course teaches you how to book a table in a restaurant or café in Uzbek. Learn useful phrases, listen to dialogues with audio, and practice with exercises to master real-life situations.
https://yep.uz/en/2025/09/lesson-19-booking-a-table-in-uzbek/
#uzbeklanguage#learnuzbek#uzbeklessons#selfstudy#languagelearning#uzbekdialogues#bookingatable
Lesson 42 is out! Learn how to ask “How much does it cost?” in Uzbek. Practice the most common shopping phrases, short dialogues, and real-life expressions with audio and exercises. Start speaking confidently at the market, in shops, or while traveling in Uzbekistan.
https://yep.uz/en/2025/09/lesson-42-how-much-does-it-cost-in-uzbek/
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Lesson 20 of my Uzbek self-study course with audio is here! Learn how to say countries, nationalities and languages in Uzbek. The lesson includes exercises, tables, a crossword puzzle and clear grammar explanations.
https://yep.uz/en/2025/09/lesson-20-countries-nationalities-languages-uzbek/
#uzbeklanguage#learnuzbek#uzbeklesson#languages#nationalities#countries#selfstudy#languagelearning
Want to learn how to shop in Uzbek? In this new lesson, you’ll discover useful phrases for the bazaar, shops, and buying souvenirs. Listen to the audio, repeat, and practice!
https://yep.uz/en/2025/10/uzbek-shopping-phrases-eastern-bazaar/
#uzbeklanguage#shoppinginuzbek#learnuzbek#uzbekphrases#easternbazaar#souvenirs#languagelearning#uzbeklessons
Lesson 21 of our Uzbek self-study course: digraphs sh, ch and the letter l.
Learn their pronunciation, see examples with countries and nationalities, and practice with audio exercises.
https://yep.uz/en/2025/09/lesson-21-uzbek-digraphs-sh-ch-l/
#uzbek#uzbeklanguage#uzbeklesson#uzbekalphabet#learnuzbek#languagelearning#sh#ch#LeMonde
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