Tabiiy Intellekt

https://x.com/__alpoge__/status/2079028340955197566?s=20

Kimi K3 va GLM 5.2 tufayli Fable joyida qolar ekan

The ML practitioners have at most two life stages: the never ending attempt to close the gestalt of gpu-poorness; and joining a big lab (which might never happen).

Alifbo o'zgarishining bir tarafi bor. Zamonaviy LLMlar yangi alifboga mostlashmagan bo'ladi. Kiruvchi va chiquvchi satrlarni mostlashtiruvchi dasturlar yozib qo'yganda ham, masalan, tokenlash eng effectiv bo'lmaydi. Masalan, o'zbekchada ishlaydigan LLMlarni olib fine-tune qilish kerak bo'ladi yangi alifbo uchun. Bu ham yana bir xarajat-da endi.

🏆 IOI 2026 Call for Volunteers IOI kabi katta tadbirlarda volontyorlar juda ham muhim. Ularning vazifalariga tashkiliy ishlar bilan yordamlashish, boshqa davlatlik ishtirokchilarga gid (guide) bo'lish va boshqalar kirishi mumkin. Asosiy talablar ingliz tilida erkin muloqot qila olish, ma'suliyatli va "open-minded" bo'lish. Ko'pgina IOI'larda qatnashgan holda ishontirib ayta olamizki, zerikib qolm…

QAT orqali BNN train qilish Bu semester universitetda Tensor Processor Design for Image Recognition degan qiziq kurs olgan edim. Kurs final project sifatida CNN'ni FPGA'da run qilishni optimallashtirish edi. To'liqroq aytganda MNIST digit detection datasetni…

QAT orqali BNN train qilish Bu semester universitetda Tensor Processor Design for Image Recognition degan qiziq kurs olgan edim. Kurs final project sifatida CNN'ni FPGA'da run qilishni optimallashtirish edi. To'liqroq aytganda MNIST digit detection datasetni hamma 70k rasmlarini pynq-z2 board'da eng tez inference qilish. Talablar, accuracy >93%, network architecture berilgan(3 conv layers + max p…

https://arxiv.org/pdf/2601.14888 5 kilometrdan ko’rgandim knowledge distillation kvantizatsiya uchun mosroqligini.

Yana bir chiroyli ish: https://haeggee.github.io/posts/magnitude-direction-decoupling Avvalroq, model parameterlarini chegaralash uchun streaming power iteration / lanczos dan foydalanib ko'rgan edim. Shunaqa eksperimentlar qilganimda WD juda bir xalaqit beradi, suvni bulg'alaydi. Endi mana WD dan qutulsa bo'larkan.

Yoshligimda eshitgandim, qaymoqqa sut qo'shib sotishardi. Endi top LLMlarni interpolyatsiya qilib yangi SOTA e'lon qilishyaptikan. Rio-3.5-Open-397B ≈ 0.6 x Nex-N2_pro + 0.4 x Qwen https://github.com/nex-agi/Nex-N2/issues/4

I guess a very important video, given we're autoriding AI technology optimization. Given even claude has broken, pink self-image of itself, we will probably be doing the same talk again after 20 years or less. https://youtu.be/tlQ7EoJDTQY

Fable 5 (link) yasab berdi https://claude.ai/public/artifacts/e1e784a3-87b9-4fcc-a8cb-284138e9f16d