#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag
Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data.
https://github.com/FareedKhan-dev/all-rag-techniques
🪐 The star HD 110432, found in the constellation Centaurus, is known for its intense X-ray flares and rapid spinning. This strange star belongs to the "gamma Cassiopeiae variables"—a class of hot, blue stars that shed material from their equators and produce mysterious, unpredictable bursts of X-rays unlike most other stars in our galaxy. ✨
#stars⚡#mysteries⚡#variables⚡#nasa⚡#galaxy⚡#astronomy⚡#universe⚡#cosmos⚡#space
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O'zgaruvchilar
Barcha dasturlash tillarida eng ahamiyatli o’rinlardan birida turadigan, hamda ko’pchilikka ilk dasturlashni boshlash chog’larida muammo bo’lishga ulgurgan, ushbu mavzu to’g’risida yaqin daqiqalar ichida tushunmovchiliklarga barham beramiz.
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👨🏫 Mentor: Xondamir Abduxoshimov
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Dizayn tizimingdagi tokenlar ish jarayonini qanday o‘zgartirib yuborishini bilasanmi?
Komponentlar va auto layoutlar bu «zo‘r narsa», lekin tokenlarsiz sen vaqtni tejash va dizayndagi bir xillik (consistency)ning eng muhim qismini boy berasan.
Tokenlar — bu ranglar (colors), shriftlar (typography), bo‘shliqlar (spacing) va boshqa uslubiy (style) parametrlar uchun o‘zgaruvchilar (variables) hisoblanadi.
Tasavvur qil, bitta token qiymatini o‘zgartirasan va butun mahsulot avtomatik yangilanadi. 💎
50 ta ekran dizaynini qo‘lda tahrirlashni xohlaysanmi? 🤯
— Albatta yo‘q. Tokenlar bu ishni atigi ikki bosishda hal qiladi, xatolar sonini kamaytiradi va relizlarni (releases) tezlashtiradi.
P.S. Tokenlar bilan ishlashdagi samarali tajribalarni izohda yozib qoldiramiz)
@suxrobblog
» #designsystem#token#variables