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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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Dasturlash hayoti️️ ️

@dasturlash_hayoti · Post #4116 · 12/27/2025, 07:38 AM

#JavaScript#API#RealProject#webdev#dasturlash_hayoti 👨‍💻 JavaScript + API: Real loyiha Xabarlarni ro‘yxat qilib chiqarish + avtomatik yangilanish Bu bosqichda: - har bir xabar alohida chiqadi - sahifa refreshsiz yangilanadi - real chatlarga yana yaqinlashamiz 1️⃣HTML — xabar yozish va chat oynasi <!-- Xabar yozish --> <input type="text" id="message" placeholder="Xabar yozing"> <button onclick="sendMessage()">Yuborish</button> <!-- Chat ro'yxati --> <ul id="chat"></ul> ul — xabarlar ro‘yxat bo‘lib chiqishi uchun 2️⃣ JavaScript — xabar yuborish va ro‘yxatga qo‘shish <script> function sendMessage() { // Inputni chaqiramiz let input = document.getElementById("message"); // Inputdagi qiymat let msg = input.value; // Bo‘sh xabar yuborilmasligi uchun if (msg === "") return; // Serverga xabar yuborish fetch("https://jsonplaceholder.typicode.com/posts", { method: "POST", body: JSON.stringify({ text: msg }), headers: { "Content-type": "application/json" } }) .then(res => res.json()) .then(data => { // Xabarni chat ro‘yxatiga qo‘shamiz addMessage(data.text); // Inputni tozalaymiz input.value = ""; }); } </script> 3️⃣JavaScript — xabarni ro‘yxatga qo‘shish <script> function addMessage(text) { // Chat ro‘yxatini chaqiramiz let chat = document.getElementById("chat"); // Yangi xabar uchun <li> yaratamiz let li = document.createElement("li"); // Xabar matnini joylaymiz li.innerText = text; // Xabarni chatga qo‘shamiz chat.appendChild(li); } </script> Endi: - har bir xabar pastga qo‘shilib boradi - eski xabarlar yo‘qolmaydi Telegram, kommentlar, chatlar — barchasi shu mantiqda ishlaydi. ☑️Natija ⏺️JavaScript → foydalanuvchi bilan ishlaydi ⏺️API → server bilan gaplashadi ⏺️Sayt → jonli bo‘ladi ➡️Keyingi post: Enter bosilganda yuborish + real-time’ga yana yaqinlashtiramiz 🔥 💻@dasturlash_hayoti— dasturchilar hayoti va IT memlari aralash kanal😉

Dasturlash hayoti️️ ️

@dasturlash_hayoti · Post #4115 · 12/26/2025, 08:59 AM

#JavaScript#API#RealProject#webdev#dasturlash_hayoti ➡️Keyingi postda nima bo‘ladi? Keyingi darsda: ⏺️ xabarlarni bitta emas, ro‘yxat qilib chiqaramiz ⏺️ yangi xabar kelganda sahifa avtomatik yangilanadi Ya’ni: ❌ refresh yo‘q ☑️ real-time ishlash Post JavaScript + API asosida, to‘liq real loyiha ko‘rinishida bo‘ladi. 👉O‘tkazib yubormang! 💻@dasturlash_hayoti— dasturchilar hayoti va IT memlari aralash kanal😉

Dasturlash hayoti️️ ️

@dasturlash_hayoti · Post #4113 · 12/24/2025, 12:44 PM

#JavaScript#API#RealProject#webdev#dasturlash_hayoti ⚠️⚠️⚠️ Diqqat, JavaScript o‘rganuvchilar! Keyingi post: ❌ faqat nazariya emas ☑️JavaScript + API orqali real loyiha bo‘ladi Ya’ni: ⏺️serverdan ma’lumot olish ⏺️sahifani yangilamasdan ishlash ⏺️hammasi real kod bilan💻 Shunaqa amaliy post kerakmi? 👍 Ha, JS + API bilan 🔥 Yo'q, shart emas Qiziqish bo‘lsa — bosqichma-bosqich tushuntirib chiqaramiz