#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
https://docs.python.org/3/library/marshal.html#module-marshal
marshal — Internal Python #object_serialization
This module contains functions that can read and write Python values in a binary format. The format is specific to Python, but independent of machine architecture issues (e.g., you can write a #Python value to a #file on a PC, transport the file to a Sun, and read it back there). Details of the format are undocumented on purpose; it may change between Python versions (although it rarely does).
@thefavbot
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Este bot puede recopilar todos sus medios en un solo lugar.
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#Musicopy#Music#File#Transfer
Join the Musicopy: Music File Transfer beta on ✈️#TestFlight
🔗 Link: https://testflight.apple.com/join/Ck9KaZVR
Shared by Dimitri
Sharing
Share files and apps on android to other devices using browser
Share files and apps over HTTP.
You need the other device to be connected to the same network. just toggle on the server and scan the QR Code on other device and you're good to go. Files sent from browser to the app can be found in Sharing/ folder in your internal storage. You can always disable uploads in the app settings.
https://github.com/Ammar64/Sharing
Download
https://github.com/Ammar64/Sharing/releases/latest
https://f-droid.org/packages/com.ammar.sharing/
#share#file#Transfer#Android#qr
@warlockpublicurl_bot
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#file, #upload, #link, #url, #public, #telegram