Agentic AI Ecosystem
LLM Fine-Tuning
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    Overview

    • Adaptation ladder — prompt → RAG → fine-tune → align
    • Five families — full SFT, soft prompts, PEFT, alignment, federated
    • LoRA & QLoRA — math intuition, NF4, merge vs hot-swap
    • RLHF, DPO, GRPO — when each fits
    • Runnable PEFT + TRL examples

    Fine-tuning landscape

    Blog mega-GIF: mega-finetune-everything.gif

    Fine-tuning landscape

    Mega fine-tuning overview

    • Full tutorial — Parts 1–17 with GIFs
    • Examples — LoRA, QLoRA shell, DPO scripts
    • Assets — diagram + terminal GIFs, blog poster

    Read the full tutorial → ML Model Steps →

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