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@@ -1,10 +1,10 @@
 # Final Assignment
 
-In this assignment, you will implement various model-based algorithms. You can choose to either continue working with the Catch environment or swtich to a new one.
+In this assignment, you will either implement various policy gradient algorithms or model-based algorithms. You can choose to either continue working with the Catch environment or switch to a new one.
 
 This template repository is almost the same as the previous one, with slight changes made to the Agent class.
 
-If you decide to not use the Catch environment, make sure to adapt (or remove) the `environment.py` file.
+If you decide not to use the Catch environment, make sure to adapt (or remove) the `environment.py` file.
 
 ## Installation
 
@@ -28,7 +28,7 @@ source test.sh
 
 ## Tips and Resources
 
-Here are a couple of hints and resources that might help you with in this assignment:
+Here are a couple of hints and resources that might help you with this assignment:
 
 1. To help you out with technical writing, check out these papers for inspiration. Reading real scientific papers can help you out with using correct nomenclature and ensuring a clear structure. In particular, you can draw inspiration as to how complex concepts and formulas are introduced
    and explained.
@@ -37,7 +37,7 @@ Here are a couple of hints and resources that might help you with in this assign
 
    b. Paper summarising usage of RL in Chess - https://page.mi.fu-berlin.de/block/concibe2008.pdf
 
-2. If you have duplicate code in multiple places, it’s probably a bad sign. Maybe you should try it to group that functionality in a seperate function?
+2. If you have duplicate code in multiple places, it’s probably a bad sign. Maybe you should try to group that functionality in a separate function?
 3. The agent should be able to learn using different types of algorithms. Maybe there is a way to make these algorithms easily swappable?
 4. Type hinting is not required, but it can help your partner understand your code - https://mypy.readthedocs.io/en/stable/cheat_sheet_py3.html
 5. Git workshop by Cover - https://studysupport.svcover.nl/?a=1