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Add text classification documentation #159

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12 changes: 11 additions & 1 deletion README.md
Original file line number Diff line number Diff line change
Expand Up @@ -274,13 +274,23 @@ tasks first but plan to launch classification support soon! In the future, we ho
| [ALBEF](https://github.com/autodistill/autodistill-albef) | ✅ | ✅ | 🚧 |
| [FastViT](https://github.com/autodistill/autodistill-fastvit) | ✅ | ✅ | 🚧 |
| [AltCLIP](https://github.com/autodistill/autodistill-altcip) | ✅ | ✅ | 🚧 |
| [EvaCLIP](https://github.com/lab176344/autodistill-evaclip) (contributed by a community member) | ✅ | ✅ | 🚧 |
| [EvaCLIP](https://github.com/lab176344/autodistill-evaclip) | ✅ | ✅ | 🚧 |
| Fuyu | 🚧 | 🚧 | 🚧 |
| Open Flamingo | 🚧 | 🚧 | 🚧 |
| GPT-4 | | | |
| PaLM-2 | | | |


### text classification

| base / target | |
|:---:|
| [GPT-4](https://github.com/autodistill/autodistill-gpt) | |
| [Anthropic](https://github.com/autodistill/autodistill-anthropic) | |
| [DistilBERT](https://github.com/autodistill/autodistill-distilbert) | |
| [SetFit](https://github.com/autodistill/autodistill-setfit) | |


## Roboflow Model Deployment Support

You can optionally deploy some Target Models trained using Autodistill on Roboflow. Deploying on Roboflow allows you to use a range of concise SDKs for using your model on the edge, from [roboflow.js](https://docs.roboflow.com/inference/web-browser) for web deployment to [NVIDIA Jetson](https://docs.roboflow.com/inference/nvidia-jetson) devices.
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2 changes: 2 additions & 0 deletions docs/index.md
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Expand Up @@ -19,6 +19,8 @@ Autodistill uses big, slower foundation models to train small, faster supervised

You can use Autodistill on your own hardware, or use the [Roboflow hosted version of Autodistill](https://blog.roboflow.com/launch-auto-label/) to label images in the cloud.

With Autodistill, you can label data for and train object detection, segmentation, and classification models. You can also label data for and train text classification models.

<div align="center">
<p>
<a align="center" href="" target="_blank">
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9 changes: 8 additions & 1 deletion mkdocs.yml
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Expand Up @@ -43,7 +43,7 @@ nav:
- YOLOv8: https://github.com/autodistill/autodistill-yolov8
- YOLOv8 Instance Segmentation: https://github.com/autodistill/autodistill-yolov8
- YOLO-NAS: https://github.com/autodistill/autodistill-yolonas
- Classification:
- Image Classification:
- Base Models:
- ALBEF: https://github.com/autodistill/autodistill-albef
- AltCLIP: https://github.com/autodistill/autodistill-altclip
Expand All @@ -57,6 +57,13 @@ nav:
- YOLOv5: https://github.com/autodistill/autodistill-yolov5
- YOLOv8: https://github.com/autodistill/autodistill-yolov8
- ViT: https://github.com/autodistill/autodistill-vit
- Text Classification:
- Base Models:
- GPT-4: https://github.com/autodistill/autodistill-gpt-text?tab=readme-ov-file#quickstart-gpt
- LLaMAFile: https://github.com/autodistill/autodistill-gpt-text?tab=readme-ov-file#quickstart-llamafile
- Target Models:
- DistilBERT: https://github.com/autodistill/autodistill-distilbert
- SetFit: https://github.com/autodistill/autodistill-setfit
- Utilities:
- Visualize Predictions: utilities/visualize-predictions.md
- Combine Models: utilities/combine-models.md
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