Fine-tuning
LoRA, adapters, instruction tuning, and when fine-tuning beats prompting.
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- Docs25 min
OpenAI - Fine-tuning guide
When to fine-tune, data formatting, and evaluation loops.
Open resource - Docs35 min
Hugging Face - PEFT / LoRA
Parameter-efficient fine-tuning adapters for large models.
Open resource - Article40 min
Stanford CS324 - Instruction tuning
Instruction following and alignment after pretraining.
Open resource - Docs30 min
Llama - Supervised fine-tuning recipes
Community patterns for SFT on open weights.
Open resource - Article22 min
Weights & Biases - Fine-tuning LLMs
Experiment tracking and comparing fine-tuning runs.
Open resource - Docs20 min
Unsloth - Faster fine-tuning
Optimized kernels for LoRA training on consumer GPUs.
Open resource - Docs28 min
TRL - Transformer reinforcement learning
SFT, DPO, and preference optimization stacks on HF.
Open resource