#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
#tailwindCss#frontend
Tailwind bilan animatsiyalarni yanada chiroyli qiling!
CSS’da murakkab easing funksiyalarini yozib o‘tirish shart emas. Origin UI sizga 20+ tayyor animatsiya sinflarini taqdim etadi.
✅ Faqat kerakli klassni nusxalaysiz va loyihangizga qo‘shib qo‘yasiz — hammasi tayyor!
Frontend loyihalaringizni jonlantirish uchun juda qulay.
🔗 Ko‘rib chiqing: originui.com/easings
💻@dasturlash_hayoti— Dasturchilar uchun eng kerakli maslahatlar va foydali kontent
#typescript#svelte#sveltekit#tailwindcss#tauri
Epicenter is a free, open-source set of local-first apps that let you own and control your data by storing everything—notes, transcripts, chats—in one simple folder using plain text and SQLite. You can use any AI model you want, customize tools, and access your data anywhere without relying on cloud services. Key apps include Whispering, which transcribes your speech locally, and epicenter.sh, a personal assistant that helps you search and interact with your data. This setup gives you privacy, flexibility, and full control over your information, avoiding locked, siloed apps and data traps. It’s great for anyone who values data ownership and open software.
https://github.com/epicenter-so/epicenter