Merge pull request #2 from OldLipe/main

Update README

Author: OldLipe

README.md

@@ -1,25 +1,23 @@
 # sits notebooks [WiP]
 
-Notebooks gallery of Satellite Image Time Series Analysis for Earth Observation Data Cubes Package
+A notebook gallery of the sits package
 
 <img src="icon/sitsnobooks.png" alt="SITS icon" align="right" height="150" width="120"/>
 
-------------------------
-
 [![CRAN
 status](https://www.r-pkg.org/badges/version/sits)](https://cran.r-project.org/package=sits)
 [![Documentation](https://img.shields.io/badge/docs-online-blueviolet)](https://e-sensing.github.io/sitsbook/)
 [![Software
 License](https://img.shields.io/badge/license-GPL--2-green)](https://github.com/e-sensing/sits/blob/master/LICENSE)
 
-This repository contains usage notebooks for the package `sits`. List of notebooks from this repository: 
-- [Introduction to **sits**](https://github.com/esensing/sitsnotebooks/blob/main/Introduction_to_SITS/introduction-to-sits.ipynb)
-- [Earth observation data cubes](https://github.com/esensing/sitsnotebooks/blob/main/Earth_observation_datacubes/creating-data-cubes-in-sits.ipynb)
-- [Working with time series](https://github.com/esensing/sitsnotebooks/blob/main/Working_with_time_series/working-with-time-series-in-sits.ipynb)
-- [Classification of Images in Data Cubes using Satellite Image Time Series](https://github.com/esensing/sitsnotebooks/blob/main/Land_cover_classification/raster-classification-in-sits.ipynb)
-- [Improving the Quality of Training Samples](https://github.com/esensing/sitsnotebooks/tree/main/Improving_training_samples)
+This repository contains usage notebooks for the `sits` package: 
+- [Introduction to **sits**](https://github.com/e-sensing/sitsnotebooks/blob/main/Introduction_to_SITS/introduction-to-sits.ipynb)
+- [Earth observation data cubes](https://github.com/e-sensing/sitsnotebooks/blob/main/Earth_observation_datacubes/creating-data-cubes-in-sits.ipynb)
+- [Working with time series](https://github.com/e-sensing/sitsnotebooks/blob/main/Working_with_time_series/working-with-time-series-in-sits.ipynb)
+- [Classification of Images in Data Cubes using Satellite Image Time Series](https://github.com/e-sensing/sitsnotebooks/blob/main/Land_cover_classification/raster-classification-in-sits.ipynb)
+- [Improving the Quality of Training Samples](https://github.com/e-sensing/sitsnotebooks/blob/main/Improving_training_samples/sample-quality-control-using-som.ipynb)
 - [Machine Learning for Data Cubes using the SITS package (Under Contruction)](github.com/esensing/sitsnotebooks)
 - [Uncertainty and active learning (Under Contruction)](github.com/esensing/sitsnotebooks)
-- [Use cases](https://github.com/esensing/sitsnotebooks/tree/main/Use_cases/)
+- [Use cases](https://github.com/e-sensing/sitsnotebooks/tree/main/Use_cases/)
 
-This repository is in the development phase, new notebooks will be added as the package develops. 
+> Repository is under construction. New notebooks will be added as the sits package is updated.