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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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@amazingeo · Post #659 · 03/12/2026, 08:31 PM
🌍 Some coasts shine with glowing “blue waves” at night, caused by tiny plankton called dinoflagellates emitting light when disturbed—a dazzling phenomenon known as marine bioluminescence. ✨ #seas⚡#coastline⚡#bioluminescence⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #357 · 10/10/2025, 08:31 PM
🌍 Some coastal sea cliffs are so high they have their own weather. At Kalaupapa in Hawaii, cliffs rise over 600 meters, trapping clouds and channeling winds along the shoreline. ✨ #coastline⚡#seas⚡#cliffs⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #471 · 11/23/2025, 12:31 PM
🌍 The Bohai Sea in China is so shallow that its average depth is just 18 meters—less than a six-story building. This makes it one of the least deep seas in the world’s coastal regions. ✨ #seas⚡#coastlines⚡#shallow⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels