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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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Teach For Uzbekistan | Official

@teachforuzbekistan · Post #272 · 07/23/2025, 02:34 PM

♻️ Yozgi institut ishtirokchilari ekologiyani asrash g‘oyasini real hayotda sinab ko‘rishlari uchun Ecology Day o‘tkazildi. 🗳 Ular oddiy qog‘oz, karton va plastik idishlardan hayratlanarli ijodiy ishlarni yasashdi. 🌍 Kimdir chiroyli guldon yasagan bo‘lsa, 🔧 kimdir foydali uy jihozi yoki o‘yinchoq, 🏠 yana kimdir qushlar uchun chiroyli uycha yasadi. 👥 Jarayonning o‘zi ham juda quvonarli va do‘stona muhitda o‘tdi. 💚 Ijodiy ishlarda ishtirok etganlar yashil kelajak uchun mas’uliyat hissi va jamoaviylikni yanada mustahkamladilar. 💬💬💬🗣 ♻️ To experience environmental care in action, our participants celebrated Ecology Day by turning everyday materials like paper, cardboard, and plastic bottles into creative and useful items. 🎨 Some made beautiful vases, 🛠 others created handy household items or toys, 🏡 and a few even crafted birdhouses! 👥 The entire process took place in a joyful, friendly atmosphere. 💚 Those who took part strengthened their sense of responsibility for a greener future and the value of teamwork. #EcologyDay#GreenFuture#SummerInstitute#TeachForUzbekistan#Sustainability#RecycleAndCreate