#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
😄Paint
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🔘 The noun paint refers to coloured liquid that makes things look nice. The verb has different meanings. It can mean to put paint on something with a brush.
🔜 I'm going to paint this wall yellow, and this one white.
🔜The table was painted green.
🔘 Paint can also mean to make a picture of something, using paint.
🔜 She painted a portrait of me, it looks great.
🔜 The artist painted the beautiful landscape.
🔘 Paint can also mean to apply a liquid (not just paint) to something with a brush.
🔜 Paint the pastry with egg before putting it in the oven.
🔜 Paint the wood preserver on the fence to protect it.
#Paint👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys
😄Paint
➖➖➖➖➖➖
🔘 The noun paint refers to coloured liquid that makes things look nice. The verb has different meanings. It can mean to put paint on something with a brush.
🔜 I'm going to paint this wall yellow, and this one white.
🔜The table was painted green.
🔘 Paint can also mean to make a picture of something, using paint.
🔜 She painted a portrait of me, it looks great.
🔜 The artist painted the beautiful landscape.
🔘 Paint can also mean to apply a liquid (not just paint) to something with a brush.
🔜 Paint the pastry with egg before putting it in the oven.
🔜 Paint the wood preserver on the fence to protect it.
#Paint👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys