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Episode 26LLM & AIFREE

LLM Fine-Tuning Pipeline

3:45 · Alex & Sam

HuggingFaceOpenAIAxolotl#fine-tuning#lora#qlora#rlhf#sft

Show Notes

Fine-tuning an LLM on your own data can dramatically improve domain performance. Alex and Sam cover LoRA, QLoRA, SFT, RLHF, and how to build a practical fine-tuning pipeline.

Key Takeaways

  • Alex and Sam cover LoRA, QLoRA, SFT, RLHF, and how to build a practical fine-tuning pipeline.
  • Core concepts covered: Fine Tuning, Lora, Qlora, and 2 more.
  • Key trade-offs and design decisions you can apply to your own system design interviews.

Read the full article

LLM Fine-Tuning Pipeline — deep dive with diagrams, tradeoffs & interview questions

Architecture Diagram

LLM Fine-Tuning Pipeline architecture diagram