Update README.md

README.md

@@ -39,7 +39,7 @@ DDOS is organised as follows:
     - Test: Contains 20 flights with a total of 2k images for the final evaluation of the trained model.
 
 - Environments:
-    - Neighborhood: Contains data captured in urban and residential environments.
+    - Neighbourhood: Contains data captured in urban and residential environments.
     - Park: Contains data captured in park and natural environments.
 
 - Flights:
@@ -127,7 +127,7 @@ data/
 ## Dataset Usage
 
 - **Data Loading:**
-To load and utilize the DDOS dataset for your projects, you can refer to the official PyTorch data loading tutorial: [PyTorch Data Loading Tutorial](https://pytorch.org/tutorials/beginner/basics/data_tutorial.html)
+To load and use the DDOS dataset in your projects, you can refer to the official PyTorch data loading tutorial: [PyTorch Data Loading Tutorial](https://pytorch.org/tutorials/beginner/basics/data_tutorial.html)
 This tutorial will guide you through the process of loading data, creating data loaders, and preparing the dataset for training or evaluation using PyTorch.
 
 - **Respect the Data Splits:**
@@ -135,7 +135,7 @@ Please ensure that the testing data is not used for validation. Mixing these dat
 
 ---------
 ## License
-DDOS is openly licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/).
+DDOS is openly licensed under [CC BY-NC 4.0](https://creativecommons.org/licenses/by-nc/4.0/)
 
 
 ---------