#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
Belgrado trattiene il respiro: scorre il Danubio, ma ribolle il Večiti Derby.
Partizan e Stella Rossa, odio e passione, cori e caos.
Divisi dal calcio, uniti da Fede, identità e Serbia.
Qui il risultato conta, ma non è tutto: prima la Fede, poi le squadre.
#ultras#hooligans#derby#polizia#belgrado
🇦🇷Rosario
⚔️Rosario Central 1-0 Newells Old Boys
🔥Classico Rosarino
Тут всяческое описание излишне, просто обстановка на стадионе за несколько минут до начала дерби в Росарио.
#RosarioCentral#Ultras#Hooligans#Pyro#Argentina
📍Montevideo🇺🇾
⚽️ Penarol 1-0 Central Espanol
🏆 Copa de la Liga
🏟️ Campeon del Siglo
📆 13.01.2026
Потихоньку страны Южной Америки просыпаются от межсезонья. Уругвайцы вот с Копа де ла Лига стартуют, формат на выбывание, так что скоро уже и финал увидим. А вчера «Пеньяроль» вышел в четвертьфинал, туго и лишь благодаря серии пенальти. Гораздо лучше выступили их фанаты. Barra Amsterdam окрасили свою трибуну густыми дымами в цветах клуба попутно отшизив за всю хурму.
#Penarol#Ultras#Hooligans#Pyro#BarraAmsterdam#Uruguay
🇮🇱🇳🇱#Dutch police confirm the #Israeli#football#hooligans started the violence in #Amsterdam
• Israeli hooligans march through the city centre shouting out racist chants, mocking the victims of Israeli #genocide in #Gaza
• Hooligans tear down #Palestine flags and burn them
• Hooligans ignore the minute of silence for the victims of #Valencia floods
• Hooligans attack Arab-looking Taxi driver
• Hooligans get attacked after the game. Taxi drivers join in.
• Western Media create usual (fake) "Isreali victim" myth and the usual fake "#antiSemitism" claims follow.
Jerusalem Post of Nov 5, states: "#Mossad agents among the Israeli hooligans" (also active-duty #IDF soldiers.)
https://archive.is/48eVN
The whole thing is #ZioNazi Theatre, created to put political pressure on the Dutch because
in June this year:
THE #NETHERLANDS STOPPED SUPPLYING #F35 SPARE-PARTS TO ISRAEL.