Upload README.md

README.md

@@ -6,9 +6,9 @@ license: apache-2.0
 
 This is a fine-tuned geospatial foundation model for detecting flood and surface water in the United Kingdom and Ireland using multispectral and synthetic aperture radar (SAR) satellite imagery. 
 
-The model predicts areas of water from Sentinel-2 and Sentinel-1 SAR imagery and was trained on flood events from the United Kingdom and Ireland, recorded by the [Copernicus Emergency Management service (CEMS)](https://emergency.copernicus.eu/). Please see the [model description](#model-description) and [training Data](#training-data) below for more details. The model was fine-tuned from the [granite-geospatial-uki model](granite-geospatial-uki-model-card.md), which has also been released. 
+The model predicts areas of water from Sentinel-2 and Sentinel-1 SAR imagery and was trained on flood events from the United Kingdom and Ireland, recorded by the [Copernicus Emergency Management service (CEMS)](https://emergency.copernicus.eu/). Please see the [model description](#model-description) and [training Data](#training-data) below for more details. The model was fine-tuned from the [granite-geospatial-uki model]((https://huggingface.co/ibm-granite/granite-geospatial-uki), which has also been released. 
 
-You can use granite-geospatial-flood-detection-uki to run inference and detect flood events. Our experiments have shown that while granite-geospatial-flood-detection-uki works best in the UK and Ireland, the base model [granite-geospatial-uki](./granite-geospatial-uki-model-card.md) can also be successfully fine-tuned for flood detection in other locations. Please see the [granite-geospatial-uki model card](./granite-geospatial-uki-model-card.md) for details.
+You can use granite-geospatial-flood-detection-uki to run inference and detect flood events. Our experiments have shown that while granite-geospatial-flood-detection-uki works best in the UK and Ireland, the base model granite-geospatial-uki can also be successfully fine-tuned for flood detection in other locations. Please see the [granite-geospatial-uki model card](https://huggingface.co/ibm-granite/granite-geospatial-uki) for details.
 
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     <img src='flood_image.jpg' alt='missing' />
@@ -18,9 +18,9 @@ You can use granite-geospatial-flood-detection-uki to run inference and detect f
 
 ## How to Get Started with the Model 
 
-1. [Inference notebook](./notebooks/1_getting_started.ipynb), for running the granite-geospatial-flood-detection-uki model.
+1. [Inference notebook](https://github.com/ibm-granite/geospatial/blob/main/uki-flooddetection/notebooks/1_getting_started.ipynb), for running the granite-geospatial-flood-detection-uki model.
 
-2. [Fine-tuning](./notebooks/2_fine_tuning.ipynb) notebooks for fine tuning on other locations using the base model [granite-geospatial-uki](./granite-geospatial-uki-model-card.md)
+2. [Fine-tuning](https://github.com/ibm-granite/geospatial/blob/main/uki-flooddetection/notebooks/2_fine_tuning.ipynb) notebooks for fine tuning on other locations using the base model [granite-geospatial-uki](./granite-geospatial-uki-model-card.md)
 
 
 ## Model Description