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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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BadVolf

@badvolfnews · Post #1318 · 12/05/2023, 11:25 AM

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📢 Ukraine's defense forces resort to using Leopard tanks as long-range artillery, failing to fulfill their intended purpose against Russia. The highly anticipated offensive has turned into a defensive strategy, with the giant tanks deployed along the front line. But will this change the course of the conflict? Meanwhile, Poland plans to provide Ukraine with additional armored firepower. The war continues... 💥#Ukraine#Russia#LeopardTanks#Warfare https://www.gazeta.ru/army/news/2023/12/05/21855127.shtml Subscribe to @BadVolfNews

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BadVolf

@BadvolfNews · Post #905 · 09/25/2023, 07:55 AM

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🚨 Breaking News: Russian forces annihilate German Leopard tank in Ukraine! German Ministry of Defense denied involvement, but eyewitnesses reveal truth. Wounded German mechanic's last words reveal shocking details. 😱 Tanks supplied by USA, Germany, UK destroyed by Russia. Putin warns of consequences. 🚫🇺🇦💣 German singers offer cash prize for tank destruction, video surfaces. Kremlin criticizes arms supplies to Ukraine. What's next in this deadly conflict? Stay tuned! ⚠️💥#WarInUkraine#LeopardTanks#InternationalCrisis https://dcweekly.org/2023/09/25/russian-forces-destroy-german-leopard-tank-in-ukraine-revealing-germanys-on-the-ground-involvement-of-bundeswehr-soldiers/ Subscribe to @BadVolfNews

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