Liquid AI Cookbook: A Hidden Fine-Tuning Resource

The Liquid AI cookbook is an underrated resource for anyone looking for a fine-tuning guide that covers every major approach. It walks through text, vision, audio, and encoder models, and explains CPT, SFT, DPO, and GRPO.

What Happened

The cookbook is a collection of recipes for fine-tuning across model types. It also demonstrates fine-tuning Liquid Foundation Models (LFMs) with Unsloth and TRL.

Why It Matters

Instead of digging through scattered tutorials, you get a single place with working approaches for the major fine-tuning methods. Search for "Liquid AI cookbook" to find the repository.