#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
Project Infinity X - Official | A14| Nothing Phone 2 (Pong)
📝 Details:
- Version: v1.6
- Device: #Pong
- Released: 25/10/24
⬇️ Download: Here
📖 Changelogs: Device | Source
📔 Instructions: Here
🎄 Device tree : Here
🖼 Screenshot : Here | Here
🆘 Support: Device
🏷 Tags: #AOSP#ROM#InfinityX#U#QPR3#Official
✍️ Note:
• Read changelogs
• OTA available
• Base firmware 2.6.0 is recommended
• Dirty flash possible from previous build
• Based on Qpr3 September Security Patch
• Dolby Atmos available
• Flash meteoric kernel for KSU support
• Nik gapps recommend for vanilla version
🏆 Credits:
- Chandu Dyavanapelli for DT Base
- Hellboy for kernel tree
- Fabian and Hellboy for Glyph Implementation
👤 Maintainer: @Ghosutox
🔔 Updates: @NothingPhone2Updates
🐙 Chat: @NothingPhone2
Project Infinity X - Official | A14| Nothing Phone 2 (Pong)
📝 Details:
- Version: v1.5
- Device: #Pong
- Released: 11/09/24
⬇️ Download: Here
📖 Changelogs: Device | Source
📔 Instructions: Here
🎄 Device tree : Here
🖼 Screenshot : Here | Here
🆘 Support: Device
🏷 Tags: #AOSP#ROM#InfinityX#U#QPR3#Official
✍️ Note:
• Read changelogs
• Base firmware 2.6.0 is recommended
• Dirty flash possible from previous build
• Based on Qpr3 September Security Patch
• Dolby Atmos available
• Flash meteoric kernel for KSU support
• Nik gapps recommend for vanilla version
🏆 Credits:
- Chandu Dyavanapelli for kernel & DT Base
- Fabian and Hellboy for Glyph Implementation
👤 Maintainer: @Ghosutox
🔔 Updates: @NothingPhone2Updates
🐙 Chat: @NothingPhone2
Project Infinity X - Official | A14| Nothing Phone 2 (Pong)
📝 Details:
- Version: v1.4
- Device: #Pong
- Released: 27/08/24
⬇️ Download: Here
📔 Instructions: Here
🎄 Device tree : Here
🖼 Screenshot : Here | Here
🆘 Support: Device
🏷 Tags: #AOSP#ROM#InfinityX#U#QPR3#Official
✍️ Note:
• Initial official release
• Base firmware 2.6.0 is recommended
• Clean flash mandatory
• Based on Qpr3 August Security Patch
• Dolby Atmos available
• Flash meteoric kernel for KSU support
• Nik gapps recommend for vanilla version
🏆 Credits:
- Chandu Dyavanapelli for kernel & DT Base
- Fabian and Hellboy for Glyph Implementation
👤 Maintainer: @Ghosutox
🔔 Updates: @NothingPhone2Updates
🐙 Chat: @NothingPhone2