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Source channel @githubtrending · Post #15432 · Jan 23

#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy. https://github.com/lyogavin/airllm

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Dasturlash hayoti️️ ️

@dasturlash_hayoti · Post #4101 · 12/15/2025, 01:15 PM

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#Dasturlash#IT#Beginner#futurecoder#OnlineLearning futurecoder — dasturlashni noldan o‘rganish uchun mukammal platforma futurecoder — bu hech qanday tayyorgarliksiz dasturlashni boshlash mumkin bo‘lgan bepul va interaktiv ta’lim sayti. Platforma foydalanuvchini asta-sekin fikrlashga, kod yozishga va muammolarni hal qilishga o‘rgatadi. Qanday o‘rgatadi? — Brauzer ichida kod yozish va ishga tushirish — Interaktiv topshiriqlar va real misollar — Har bir mavzu bo‘yicha aniq va sodda tushuntirishlar — Qiyinchilik darajasi bosqichma-bosqich oshirib boriladi Afzalliklari: — Dastur o‘rnatish shart emas — Amaliyotga yo‘naltirilgan — O‘rganish jarayonida xatolarni tushuntirib beradi — Mustaqil o‘rganish uchun juda qulay Kimlar uchun mos? — Dasturlashni endi boshlayotganlar — Python’ni tez va tushunarli o‘rganmoqchi bo‘lganlar — O‘qituvchilar va mentorlar — Amaliy mashqlar orqali bilim olishni istaganlar Rasmiy sayt: 👉https://futurecoder.io/ 💻@dasturlash_hayoti— dasturchilar hayoti va IT memlari aralash kanal😉

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