diff --git a/docs/index.md b/docs/index.md index 718db400..5461998f 100644 --- a/docs/index.md +++ b/docs/index.md @@ -4,16 +4,16 @@ The purpose of this library is twofold: -1. To integrate prithvi backbones into the TorchGeo framework -2. To provide generic LightningDataModules that can be built at runtime +1. To integrate prithvi backbones into the TorchGeo framework. +2. To provide generic LightningDataModules that can be built at runtime. 3. To build a flexible fine-tuning framework based on TorchGeo which can be interacted with at different abstraction levels. This library provides: -- All the functionality in TorchGeo -- Easy access to prithvi, timm and smp backbones -- Flexible trainers for Image Segmentation and Pixel Wise Regression (more in progress) -- Launching of fine-tuning tasks through powerful configuration files +- All the functionality in TorchGeo. +- Easy access to prithvi, timm and smp backbones. +- Flexible trainers for Image Segmentation, Pixel Wise Regression and Classification (more in progress). +- Launching of fine-tuning tasks through powerful configuration files. A good starting place is familiarization with [PyTorch Lightning](https://lightning.ai/docs/pytorch/stable/), which this project is built on, and to a certain extent [TorchGeo](https://torchgeo.readthedocs.io/en/stable/)