#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
😄Content
➖➖➖➖➖➖
🔘As an adjective, we use content to mean feeling happy and at peace with a situation.
🔜I felt content sitting by the fire, watching the rain outside.
🔘It can also mean you accept something that is out of your control.
🔜She was content with coming 3rd in the race.
🔘 As a noun, content means the ideas or information contained in something.
🔜I’m subscribed to her money-saving channel because the content is so interesting.
🔜Your writing is enjoyable but it lacks content – add more detail please.
🔘We can also use content to talk about the high or low amount of something contained in food and drink.
🔜Soya milk has a low fat content.
🔜This chocolate bar has a high sugar content.
🔘We hope the content of this video makes you feel more content with your English! And if you enjoy our content, like this video!
#Content👨🏫@America
➖➖➖➖➖➖➖➖➖➖➖➖
🆕 Crypto News @Money
😁 Crypto Game @Egame
🇺🇸 US News @America
🇯🇵 Japan News @Japan
🇦🇪 UAE News @Dubai
▶️ Popular Movies @Videos
😜 Best Funny Video @Funnys
https://secure.avaaz.org/community_petitions/ru/ministerstvo_informatsii_i_obshchestvennogo_razvit_ostanovite_veshchanie_rossiiskikh_telekanalov_na_territorii_respubliki_kazakhstan/?cibGOsb&utm_source=sharetools&utm_medium=copy&utm_campaign=petition-1427595-ostanovite_veshchanie_rossiiskikh_telekanalov_na_territorii_respubliki_kazakhstan&utm_term=cibGOsb%2Bru
Петиция за запрет РФ пропаганды на территории РК
#content
Louis William Wain, шизофрения и коты
#content
Кэмбербетч прекрасно играет аутистов и психически не стабильных - рекомендую The Electrical Life of Louis Wain