D · Digital Products · AI Assets & Agents

Fine-Tuned Models

Fine-tuned models and adapters specialize an open base model for tasks like classification, extraction or on-brand copy. Check the base model's license, where the training data came from, how the model was evaluated and what hardware it needs to run.

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Buyer guide

  • Confirm the base model license permits commercial use of fine-tuned derivatives in your use case.
  • Ask for the evaluation set or method and test the model on your own examples before accepting delivery.
  • Check the training data disclosure for licensing and absence of personal data.

What to compare

  1. 01Base model and parameter size
  2. 02Full weights vs LoRA adapter
  3. 03Training data source and license
  4. 04Evaluation benchmarks and method
  5. 05Inference hardware requirements

Use cases

  • Classifying and tagging leads or content

FAQ

Does a fine-tuned model inherit the base model's license?

Generally yes. Derivative weights remain subject to the base model's license terms, so both the seller's license and the base model's must allow your intended use.

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