Update README.md

README.md

@@ -4,79 +4,26 @@ license_name: open-rail-m
 license_link: https://raw.githubusercontent.com/Clay-foundation/model/main/LICENSE-MODEL.md
 ---
 
-# Clay documentation
+# Clay Foundation Model
 
-<!-- WARNING: THIS FILE WAS AUTOGENERATED! DO NOT EDIT! -->
+## An open source AI model for Earth
 
-## Overview
+Clay is a foundational model of Earth. It uses an expanded visual transformer upgraded to understand geospatial and temporal relations on Earth data. The model is trained as a self-supervised Masked Autoencoder (MAE).
 
-Clay is a [foundational model](#) of Earth using Earth Observation data.
-As the AI Deep Learning architecture, it uses an expanded [visual
-transformer](#) upgraded to understant geospatial and temporal relations
-on Earth data, from any instrument/spectral data. The AI self-supervised
-fundational task is a [Masked Autoencoder
-(MAE)](https://arxiv.org/abs/2111.06377) approach for training.
+The Clay model can be used in three main ways:
+- Generate semantic embeddings for any location and time.
+- Fine-tune the model for downstream tasks such as classification, regression, and generative tasks.
+- Use the model as a backbone for other models.
 
-The Clay model primarily functions in two ways: first, by directly
-generating semantic embeddings for tasks like similarity searches, and
-second, through fine-tuning its outputs with additional data labels.
-This fine-tuning supports various tasks, including classification
-(e.g. flood detection and deforestation monitoring), regression
-(e.g. estimating carbon stock or crop yields), and generative tasks such
-as creating RGB imagery from SAR data. Moreover, users can further
-enhance model performance by incorporating higher-resolution data.
-
-  This documentation uses `nbdev`, which combines documentation, code
-samples and an SDK. This means that every page is also a python notebook
-anyone can use, with practical code examples for each functionality, and
-use case. Moreover, you can install `pip install clay` and use the same
-functions.
-
-Clay is open source, open data and open for business.
 
 ## Where is what
 
 - Our **website** is [madewithclay.org](https://madewithclay.org).
-- The Clay model **code** lives on
-  [Github](https://github.com/Clay-foundation/model). License:
-  [Apache](https://github.com/Clay-foundation/model/LICENSE).
-- The Clay model **weights** live on [Huggin
-  Face](https://huggingface.co/made-with-clay/Clay/). License:
-  [OpenRAIL-M](https://github.com/Clay-foundation/model/blob/main/LICENSE-MODEL.md).
-- The Clay **documentation** [lives on this
-  site](https://clay-foundation.github.io/documentation/). License:
-  [CC-BY](#).
-- The Clay **SDK** lives on
-  [PyPi](https://pypi.org/project/madewithclay/). License: [Apache](#).
-- We maintain a set of **embeddings** on [Source Cooperative](#).
-  License: [ODC-BY](#).
-
-## How to use Clay
-
-The model can be used in two main ways:
-
-1.  Directly, use it to make inference. See [Model](https://clay-foundation.github.io/documentation/model.html)
-2.  Generating semantic **embeddings**. E.g. for Similarity search. See
-    [Embeddings](https://clay-foundation.github.io/documentation/embeddings.html).
-3.  **Fine-tunning** the model for other tasks, or for other input data.
-    E.g. flood detection, crop yields, … See
-    [Fine-tunning](https://clay-foundation.github.io/documentation/finetunning.html).
-
-See Model v0 [Release notes](https://clay-foundation.github.io/documentation/Clay%20Model%20releases/clay%20v0%20release.html)
-
-## How to contribute
-
-Clay is an open source project, and we welcome contributions of all
-kinds.
+- The Clay model **code** lives on [Github](https://github.com/Clay-foundation/model). License: [Apache](https://github.com/Clay-foundation/model/LICENSE). The latest release is [v0.0.1](https://github.com/Clay-foundation/model/releases/tag/v0.0.1)
+- The Clay model **weights**  on [Hugging Face](https://huggingface.co/made-with-clay/Clay/). License: [OpenRAIL-M](https://github.com/Clay-foundation/model/blob/main/LICENSE-MODEL.md).
+- The Clay **documentation** [lives on this site](https://clay-foundation.github.io/model/intro.html). License: [CC-BY](http://creativecommons.org/licenses/by/4.0/).
+- *Coming Soon* > We maintain a set of **embeddings** on [Source Cooperative](https://beta.source.coop/clay/). License: [ODC-BY](https://opendatacommons.org/licenses/by/).
 
-The Documentation, python package and notebooks are all the same
-[NBdev](https://nbdev.fast.ai/) project, located
-[here](https://github.com/Clay-foundation/documentation).
+CLAY is a fiscal sponsored project of the 501c3 non-profit [Radiant Earth Foundation](https://www.radiant.earth/).
 
-> Note: If you want to contribute to the model code, please check the
-> [model repository](https://github.com/Clay-foundation/model).
-> 
-–
 
-Clay is a fiscally sponsored project of [Radiant Earth](), a USA
-registered 501(c)3 non-profit.