Ressources
Some useful ressources
Benchmarks (LLMs, embedding…)
https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard
https://huggingface.co/spaces/mteb/leaderboard
https://dubesor.de/benchtable.html
https://huggingface.co/spaces/lmsys/chatbot-arena-leaderboard
https://gorilla.cs.berkeley.edu/leaderboard.html
https://dubesor.de/benchtable.html
Quantization articles
https://newsletter.maartengrootendorst.com/p/a-visual-guide-to-quantization?utm_source=profile&utm_medium=reader2
https://huggingface.co/blog/merve/quantization
Inference websites
https://www.together.ai/
https://replicate.com/
https://fireworks.ai/
Hosting LLMs
https://github.com/vllm-project/vllm
https://github.com/ollama/ollama
https://github.com/ggerganov/llama.cpp
https://github.com/microsoft/DeepSpeed
Fine Tuning tools
https://github.com/huggingface/peft
https://github.com/unslothai/unsloth
https://github.com/cloneofsimo/lora
https://github.com/pytorch/torchtune
https://github.com/axolotl-ai-cloud/axolotl
Nice blogs
https://gorilla.cs.berkeley.edu/
https://huggingface.co/blog
http://ai.stanford.edu/blog/
https://bair.berkeley.edu/blog/
https://www.linkedin.com/blog/engineering/ai
https://substack.com/@maartengrootendorst
https://www.sh-reya.com/blog
https://osanseviero.github.io/hackerllama/blog/
https://hamel.dev/
https://eugeneyan.com/
https://jxnl.co/writing/
Nice AI tools
https://supermaven.com/
http://cursor.sh/
https://jan.ai/