# tinker_cookbook.supervised

| Class                                                                                                                                                                   | Description                                                                |
| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------- |
| [`Config`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/config/index.md)                                                                   | Configuration for supervised fine-tuning.                                  |
| [`SupervisedDataset`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/superviseddataset/index.md)                                             | Abstract base for datasets used in supervised learning.                    |
| [`SupervisedDatasetBuilder`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/superviseddatasetbuilder/index.md)                               | A `chz` config class that knows how to construct a supervised dataset.     |
| [`ChatDatasetBuilderCommonConfig`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/chatdatasetbuildercommonconfig/index.md)                   | Shared configuration for all chat-based dataset builders.                  |
| [`ChatDatasetBuilder`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/chatdatasetbuilder/index.md)                                           | Build a chat dataset that uses a renderer to tokenise message lists.       |
| [`SupervisedDatasetFromHFDataset`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/superviseddatasetfromhfdataset/index.md)                   | A supervised dataset backed by a HuggingFace dataset.                      |
| [`StreamingSupervisedDatasetFromHFDataset`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/streamingsuperviseddatasetfromhfdataset/index.md) | A supervised dataset that streams from HuggingFace, reducing memory usage. |
| [`FromConversationFileBuilder`](https://tinker-docs.thinkingmachines.ai/cookbook/api-reference/supervised/fromconversationfilebuilder/index.md)                         | Build a supervised dataset from a JSONL file of chat conversations.        |