#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
📢 On July 1, 2024 , a law comes into force that provides for a 20% indexation of state fees. So from 1 July, state fees for a number of state services will increase:
🔸 Temporary residence permit: from 1600 to 1920 Rubles;
🔸 Residence permit: from 5000 to 6000 Rubles;
🔸 Russian citizenship: from 3500 to 4200 Rubles;
🔸 Registration at the place of residence: from 350 to 420 Rubles;
🔸 Visa renewal: from 1000 to 1200 Rubles;
🔸 Issuance of invitations to the Russian Federation: from 800 to 960 Rubles;
🔸 Work permit: from 3500 to 4200 Rubles;
🔸 Permit to hire foreign workers: from 10,000 to 12,000 Rubles;
🔸 Travel passport; from 5000 to 6000 Rubles;
🔸 Travel passport up to 14 years old: from 2500 to 3000 Rubles.
❗️ Make all relevant applications before 1 July, to avoid paying the new rate.
#state_fee#госпошлина#TRP#RP#RVP#VNZH#citizenship#nido#nidorussia
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https://t.me/nido_russia/1661