#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag
Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data.
https://github.com/FareedKhan-dev/all-rag-techniques
Nothing OS 2.5 Open Beta 2 | Phone (2) | Android 14
📝 Details:
- Version: 2.5 Beta 2
- Type: #NOS#OBT#A14#Beta
- Codename: #Pong
- Released: 02/11/23
Links:
⬇️ Download : Beta tool | Beta Package (Full) | Incremental (from beta 1) | Rollback (to 2.0.4) | TG Community Archive
⚙️ Changelogs | Official Intro
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Disclaimer:
- Keep checking system updates (if you are already on beta 1).
- Since this is a Beta version, there’s a very small chance the test software may interfere with your data and require a factory reset. In this instance, your data will be lost. We strongly recommend backing up all your data before accessing the software.
- Rollback to NOS 2.0.4 Involves data loss, backup prior proceeding
- For those getting error "ENOENT" during Android 14 Beta update:
Make sure you have a folder named Documents in your storage
🔔 Updates : @NothingPhone2Updates
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Nothing OS 2.5 Open Beta 1 | Phone (2) | Android 14
📝 Details:
- Version: 2.5 Beta 1
- Type: #NOS#OBT#A14#Beta
- Codename: #Pong
- Released: 07/10/23
Links:
⬇️ Download : Beta tool | Beta Package | Rollback | Gdrive
🏛Nothing Community Website (Installation & Changelogs)
📸 Screenshots
🗒To-Do List
Disclaimer:
- Since this is a Beta version, there’s a very small chance the test software may interfere with your data and require a factory reset. In this instance, your data will be lost. We strongly recommend backing up all your data before accessing the software.
- Rollback to NOS 2.0.3 Involves data loss, backup prior proceeding
- For those getting error "ENOENT" during Android 14 Beta update:
Make sure you have a folder named Documents in your storage
🔔 Updates : @NothingPhone2Updates
🐙 Chat : @NothingPhone2