# Fine-Tuning Examples This directory now groups each fine-tuning example into its own self-contained folder so the notebooks, docs, and supporting assets stay together. ## Examples - **[Open-source LLM fine-tuning on Nebius Token Factory](open_source_llms_token_factory/README.md)** Colab-first walkthrough for uploading a dataset, starting a LoRA fine-tuning job, monitoring training, and deploying the result. - **[Customer support fine-tuning with Nebius Data Lab](customer_support_datalab/README.md)** Teacher-student workflow for generating support data, curating it in Data Lab, fine-tuning a smaller model, and deploying it. - **[Customer support standalone Colab walkthrough](customer_support_standalone_colab/README.md)** Fully standalone demo notebook for running the customer-support distillation and fine-tuning flow step by step in Colab. - **[Insurance claims Data Lab + fine-tuning + Gradio demo](insurance_claims_finetuning/README.md)** End-to-end example with teacher distillation, LoRA fine-tuning, deployment, and a small comparison app. ## Layout ```text fine_tuning/ README.md open_source_llms_token_factory/ customer_support_datalab/ customer_support_standalone_colab/ insurance_claims_finetuning/ ```